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<title>Performance Ratings Diagnostics - PID Models</title>

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) 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<h1 class="title toc-ignore">Performance Ratings Diagnostics - PID Models</h1>

</div>


<div id="diagnostics-for-the-informed-hierarchical-model-baseline" class="section level1">
<h1>Diagnostics for the Informed Hierarchical Model (Baseline)</h1>
<div id="r-hat" class="section level2">
<h2>R-hat</h2>
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N99961ataqaJ7r3tWPHjunTpz/yyCOffvpp1T+1fPny4cOHL126dMuWLdUcYMKECf3798/Ozn7llVeOP/74KIpOOOGE8ePHFxcXz5gxo0ePHvPnz09L27uUP/nkk+eff/6888475phj9nrplFNOufTSS6s5VRUJeAAAgCTStGnT+Do9PX3Plxo0aNCvX7/t27ffe++9URTNmjWrV69eV155ZY0ct6SkZNKkSaNHj/7mm2+iKGrfvn3sZnU/+MGNGzeuXLlyypQpmZmZOTk5H3300WHP8N577w0YMCCKosGDB8fqPW7EiBEzZ8587bXXHnrooSFDhuz1wUcfffSUU05566239m37I8lX6AEAAJJIRkbGwd/Qs2fP+Hry5MnVP+KGDRsGDx6cnZ09aNCgb7755oILLpg7d+7KlSuvv/761NTUH/x4ZmZmnz59srKyMjIycnJyqjPJgw8+WF5enpKS0rVr171eysrK6tixYxRFjz76aGFh4Z4vffPNN9OnTx8yZEhi6z0S8AAAAOypefPmjRs3jq2rc7o7iqK1a9f269fvlFNO+c///M+ioqLLL7984cKFb775ZpcuXVJSUg5jw/r16x/2MJ999tnzzz8fRVG7du32vBBAXOyb8Fu3bv3zn/+85/OPPfZYampqmzZtau+iAFUk4AEAAPg/4r/03r59++HtUFBQ0KtXr9NOO23cuHE7duzo0aPHP/7xj1deeeWSSy6psSkP0Zw5c2IFfqCfrP/Lv/xLbLHnL/+3bNnyxBNPbN++vWPHjpmZmXl5eWPHjv3www+PwMD7EvAAAAB8b8uWLV9//XVs3bZt20P9+LJly/Ly8tq3bz99+vQoinr16lVQUDB79uzzzjuvhgc9RIsWLYotzjrrrP2+If78u+++G78c/YQJE+LroqKiOXPmDBgwoG3btl27dl29enXtTrwPAQ8AAMD3pk6dWlFREVvn5eVV/YOvvPLKpZdeeuGFF86ZM6dBgwa33377mjVrnnzyydatW9fOpIdm6dKlscVel6+LO+GEE2KLysrKVatWxdbNmze/8cYbL7300r3u9D537tyf/exn8+bNq7V590PAAwAA8L9mz549ePDg2Pqyyy7r06dP1T97xRVXLFq0qEGDBvfcc88XX3wxbty47Ozs2hnzkO3cuXPjxo2x9XHHHbff99SvX79hw4ax9Zo1a2KLG2+88c9//vOCBQuKioqWLl3aq1ev+FUAS0pKrrrqqrfffruWZ/+egAcAAEheFRUVhYWFBQUFo0aNateuXX5+fmlpaUZGxrBhw+bOnXtIl5qL3ZSurKxsxYoV77//fq2NfDi+++67+PpAZ+D3fGnfG86npaVdeOGFTz755Lp163r16hV7srS09He/+92uXbtqet79E/AAAABJKjs7Oz09vWnTpu3atbvzzjs/++yzbt26TZo06bPPPhs6dOgP3nBuL2vWrBkwYECjRo0WLFjwq1/96uc///mcOXMqKytrafhDsnXr1vg6fom+fR177LGxRUlJyYHe06RJkyeffHLs2LGxhwUFBS+99FINjfkDBDwAAECSevTRR5977rkOHTrEnxk6dGjspuuHsVuLFi3GjBmzdu3aYcOGZWZmvv3227Gr2T311FPxH9Unyp5n3cvKyg70tvhV9w9ylj6mX79+11xzTWz93//939UesEoEPAAAQJK69tpr8/PzZ8+eHftZeGlpaV5e3oYNG6qzZ2Zm5tChQ9euXfvYY4+1aNGioKCgZ8+eZ5xxxhNPPLFjx44aGvyQxS9QF0VRUVHRgd4Wf6lJkyY/uOeIESNiPzFYt25dtQesEgEPAACQ1E477bRp06bF1l9++WV+fn55eXk192zUqFH//v1jV6E/66yzPv/881tvvbVly5YjR47c89vsR0x6enr8inoHCvhdu3bFvzlfle8gnHrqqc2bN4/+7/fza5WABwAASHbdu3cfNGhQbL148eL+/fvXyLbp6emx+8C/+OKLHTt2/PbbbwcNGpSdnT1s2LBNmzbVyCGqLjc3N7Y4UMDHn69fv34V71p/xhlnRFGUmZlZEwP+MAEPAABA9PDDD3fq1Cm2njhx4qRJk2pq55SUlG7dur311luLFi264oorNm/e/MADD2RnZ9955537Xuy99lx44YWxxeeff77fN8Sf79ixY/x+cge3c+fO6P9n/BEg4AEAAIhSU1NnzpzZrFmz2MM77rhjyZIlNXuITp06zZs37913373uuuvKyspGjRr1wQcf1OwhDiI/Pz81NTWKokWLFu33DQsXLowtunXrVsU9P/zwwyiKLr/88hqYrwoEPAAAQBI5yH3dmjVrNmvWrLS0tCiKysvLr7rqqtq4PNs555zzzDPPrF69um/fvod6p7rqaN68eay0V6xYsd+7xL322mtRFB177LG33HJLVTZcsWLFpk2bzj///Pg3F2qbgAcAAEgi8TulRf//G+B7uvjii0eMGBFbFxYWdu/evbS0tDbGaNWq1cSJE88///xD+lRV7iq/Y8eO2267LTc39+mnn97rpeHDh6emplZUVMyfP3+vl4qKit54440oivr37x+/G/zGjRvnzJlTUFCw3wPdddddRx11VA3+1uAHCXgAAIAkUlhYGF+vX79+3zcMHDiwR48esfU777xz00037d69+wgN90Piw+/7p4e4yZMnT5gwYfny5b17997rGwTnn39+7Fp9Q4cO3esPE0OGDNm+ffsll1wyZMiQ+JPXXHNNXl5eu3btunfv/sUXX8SfLy8v79u377vvvvvXv/713HPPrYl/sipJO2JHAgAAILHWrVv3wgsvxB+OHTt2woQJ6enpe71t2rRp77///ieffBJF0cyZM3fu3Dljxoyjjjrq4Jv/5Cc/OdR55syZ8/Of/7yKb16/fv2yZcti62XLlv3ud7/b79vi17evqKgoKipq0aLFnq8+9NBDu3btGjlyZJcuXSZNmnTaaadt3br1wQcfHDduXPfu3adMmRL7BUFM/G7wL7744iuvvHLHHXecf/7577///pw5c5o0abJixYozzzzzkP55qymlKt9AOLg333zzF7/4RRRFJSUlRx99dE1MVdcVfLVp3catWSc0qqX9C7eU7qjY1SKztv5lbiop27qj4uTMRvVSUmpj/7KdFYXFZZe2zWqUsff/EQAAQNBeff+r+mn1jm905H65va8NxaVHN6jf8bSTDulT8+bNGz58+HvvvVdWVrbn882aNWvbtu2f/vSnU045Zc/n33///dzc3Pj37Rs2bNijR4+nnnrqIIdIOfS+WLJkSSwnD27o0KFr1qz5+9//vucd4C6++OKzzz77ggsuuP766/d883fffdejR4+VK1feeuut8Z8D7OWdd94ZP378woULd+7cedxxx7Vt27Znz577XruutLT0kUceefHFF9euXbt169bGjRtnZ2dfcsklV111VceOHQ/1H7b6BPzhEPAHJ+ABAPixCjfg+RHwFXoAAIBDUBmlVPs0aDUnqJXzcNR9Ah4AAOAQlJTuLCk94BXUjoyjG/quazIS8AAAAFXVqEF6Wlrib+bVoH7iZ+DIE/AAAABVdfXjr3y9eVuip4gub9/ilbu7JHoKjjQBDwAAcAh+2qThmU1r64LWVfHO2uIEHp0EEvAAAACH4JiMtObHJ/Iq9AX/4/vzScp/eAAAAAiAgAcAAEhqGzZs6NSp00UXXbRo0aJEz8LBCHgAAICkNnLkyMWLFy9ZsuT+++9P9CwcjIAHAABIXt99992ECROiKEpNTV26dOmrr76a6Ik4IAEPAACQvEaNGrV169Zzzz33zjvvjKLogQceSPREHJCABwAASFIbN24cP358FEVDhgwZOHBgo0aNlixZ8tprryV6LvZPwAMAACSp2On3s88+u2vXrk2aNOnbt2/kJHwdJuABAACS0aZNm+Kn31NSUqIoGjRoUMOGDd94440FCxYkejr2Q8ADAAAko9GjR5eUlLRr16579+6xZ5o2bdqnT5/ISfi6SsADAAAknc2bN48bNy7a4/R7zF133ZWRkbF48eKFCxcmbjr2T8ADAAAkndGjRxcXF7dp0yY/P3/P57Oysm6++ebISfg6ScADAAAkl6KioscffzyKosGDB+95+j3m7rvvrl+//uuvv75o0aIEDMeBCXgAAIDkMmbMmOLi4tatW19zzTX7vtqiRYvevXtHTsLXPQIeAAAgiZSXly9fvjw3N/fBBx+sV2//SXjvvffm5uaWlZWtXr36CI/HQaQlegAAAACOnPT09Pnz5x/8PS1btly2bNmRmYeqcwYeAAAAAiDgAQAAfvxeeumlDh06pKenp+xPRkZGVlZWTk7OLbfcMn369G3bth2ZqcrLyw/1IytWrOjcufPMmTNrZICa3a22CXgAAIAfvy5duqxaterjjz8+6aST4k/ecMMNM2bMmD59+vDhw/Py8r766qupU6f26tXr5JNPfuihh3bv3l1Lw+zevfvZZ5/NyclZsWJF1T+1fPnyzp07d+zY8eWXX961a1c1Z6jZ3Y4Mv4EHAABIFq1atcrPz58wYULs4dixY0888cT4q6NHj548efLAgQOLioruu+++VatW1fip6R07dkyfPv2RRx759NNPq/6p5cuXDx8+fOnSpVu2bKn+DDW725HkDDwAAEASadq0aXydnp6+50sNGjTo16/fH/7wh9jDWbNmzZs3r6aOW1JSMnLkyFNPPbVPnz6ffvpp+/bt//KXv+Tm5v7gBzdu3Lhy5copU6asX7/+rLPOquYYNbvbESbgAQAAkkhGRsbB39CzZ8/4evLkydU/4oYNGwYPHpydnT1o0KBvvvnmggsumDt37sqVK6+//vrU1NQf/HhmZmafPn2ysrIyMjJycnKqOUzN7naE+Qo9AAAA32vevHnjxo03bdoURdFHH31Una3Wrl07atSoqVOnlpaWRlF0+eWX33vvvZdccslhb1i/fv3qzFOrux0BAh4AAID/45hjjokF/Pbt2w9vh4KCgkceeeQvf/lLRUVFvXr1evTo8R//8R/nnXdejY6ZdAQ8AAAA39uyZcvXX38dW7dt2/ZQP75s2bI//vGPf/vb3yorK9PS0nr16nXPPfe0bt26psdMRgIeAACA702dOrWioiK2zsvLq/oHX3nllREjRixatCiKooYNG/7+978fNGhQdnZ2bQyZnAQ8AAAA/2v27NmDBw+OrS+77LI+ffpU/bNXXHFFFEUNGjQYMGDAv//7v+95w3lqhKvQAwAAJK+KiorCwsKCgoJRo0a1a9cuPz+/tLQ0IyNj2LBhc+fOTUlJqfpWsZvSlZWVrVix4v3336+1kZOXM/AAAABJKjs7u7i4OP6wYcOG3bp1+81vftOlS5esrKxD3W3NmjWjR4+eMmXKggULFixY8LOf/ey+++7r2rXrIf0VgINwBh4AACBJPfroo88991yHDh3izwwdOjR2m/TD2K1FixZjxoxZu3btsGHDMjMz33777by8vPbt2z/11FPxH9VTHQIeAAAgSV177bX5+fmzZ88+7rjjoigqLS3Ny8vbsGFDdfbMzMwcOnTo2rVrH3vssRYtWhQUFPTs2fOMM8544oknduzYUUODJykBDwAAkNROO+20adOmxdZffvllfn5+eXl5Nfds1KhR//7916xZ8+STT5511lmff/75rbfe2rJly5EjR27durXaIycpAQ8AAJDsunfvPmjQoNh68eLF/fv3r5Ft09PTe/XqVVBQ8OKLL3bs2PHbb7+N3Vhu2LBhmzZtqpFDJBUBDwAAQPTwww936tQptp44ceKkSZNqaueUlJRu3bq99dZbixYtuuKKKzZv3vzAAw9kZ2ffeeedW7ZsqamjJAMBDwAAQJSamjpz5sxmzZrFHt5xxx1Lliyp2UN06tRp3rx577777nXXXVdWVjZq1KgPPvigZg/x4ybgAQAAkkhlZeWBXmrWrNmsWbPS0tKiKCovL7/qqqvWrVtX4wOcc845zzzzzOrVq/v27ZuRkVHj+/+ICXgAAIAksn379vh65zKnpPYAACAASURBVM6de7168cUXjxgxIrYuLCzs3r17aWlpbYzRqlWriRMnnn/++Yf0qYP89SFux44dt912W25u7tNPP1393eoUAQ8AAJBECgsL4+v169fv+4aBAwf26NEjtn7nnXduuumm3bt3H6Hhfkh8+H3/9BA3efLkCRMmLF++vHfv3gf/BkFVdqtTBDwAAECyWLdu3QsvvBB/OHbs2P3eMW7atGmnn356bD1z5syrr756z/P2B/KTQ7dixYqqD79+/fply5bF1vHFvuLXt6+oqCgqKqrmbnVKWqIHAAAAoNbNmzdv+PDh7733XllZWfzJqVOnvvTSS23btv3Tn/50yimnxJ8/9thjZ8+enZubG+v2559/ft68eT169HjqqacOcohvv/32UKeq4g3nhw4dumbNmr///e/xIJ8yZcrq1avPPvvsCy644Prrr9/zzbfddttrr722cuXKW2+9tX379tXcrU4R8AAAAD9+V1555ZVXXln197dv337btm2HdIja+0n5Aw88UPU3n3jiiYsXL66p3eoUX6EHAACAADgDDwAAcAjWbNheWJLIa55t2lbeunkCj0/CCHgAAICq+s05p3xXUiu3VTskOS2bJHoEEkDAAwAAVNXH8//+7YbNiZ4iOuFnbaO88xI9BUeagAcAAKiqz9et/59NW6P6DRI4Q2Xptp+22JjAAUgUAQ8AAHAoMhqkHNM4kQNUVOnWa/z4uAo9AAAABEDAAwAAJLUNGzZ06tTpoosuWrRoUaJn4WAEPAAAQFIbOXLk4sWLlyxZcv/99yd6Fg5GwAMAACSv7777bsKECVEUpaamLl269NVXX030RByQgAcAAEheo0aN2rp167nnnnvnnXdGUfTAAw8keiIOSMADAAAkqY0bN44fPz6KoiFDhgwcOLBRo0ZLlix57bXXEj0X+yfgAQAAklTs9PvZZ5/dtWvXJk2a9O3bN3ISvg4T8AAAAMlo06ZN8dPvKSkpURQNGjSoYcOGb7zxxoIFCxI9Hfsh4AEAAJLR6NGjS0pK2rVr171799gzTZs27dOnT+QkfF0l4AEAAJLO5s2bx40bF+1x+j3mrrvuysjIWLx48cKFCxM3Hfsn4AEAAJLO6NGji4uL27Rpk5+fv+fzWVlZN998c+QkfJ0k4AEAAJJLUVHR448/HkXR4MGD9zz9HnP33XfXr1//9ddfX7RoUQKG48AEPAAAQHIZM2ZMcXFx69atr7nmmn1fbdGiRe/evSMn4eseAQ8AAJBEysvLly9fnpub++CDD9art/8kvPfee3Nzc8vKylavXn2Ex+Mg0hI9AAAAAEdOenr6/PnzD/6eli1bLlu27MjMQ9U5Aw8AAAABEPAAAAA/fi+99FKHDh3S09NT9icjIyMrKysnJ+eWW26ZPn36tm3bEj3vAa1YsaJz584zZ86sg7vVNgEPAADw49elS5dVq1Z9/PHHJ510UvzJG264YcaMGdOnTx8+fHheXt5XX301derUXr16nXzyyQ899NDu3bsTOPC+li9f3rlz544dO7788su7du2qU7sdGX4DDwAAkCxatWqVn58/YcKE2MOxY8eeeOKJ8VdHjx49efLkgQMHFhUV3XfffatWraojp6aXL18+fPjwpUuXbtmypa7tdiQ5Aw8AAJBEmjZtGl+np6fv+VKDBg369ev3hz/8IfZw1qxZ8+bNO6LD7c/GjRtXrlw5ZcqU9evXn3XWWXVqtyNMwAMAACSRjIyMg7+hZ8+e8fXkyZOruG1lZeXhz3RQmZmZffr0ycrKysjIyMnJqVO7HWECHgAAgO81b968cePGsfVHH31UxU8VFhbm5OTMmjWrVn9PXr9+/Tq72xEg4AEAAPg/jjnmmNhi+/btVf/Ue++9d91115155pmTJ0/esWNH7YyW1AQ8AAAA39uyZcvXX38dW7dt27aKnzrppJOee+65nJycNWvW/Nu//dupp5766KOPlpSU1NqYyUjAAwAA8L2pU6dWVFTE1nl5eVX8VEpKSn5+/j//+c958+ZddNFF33zzzV133ZWdnX3//fcXFhbW2rDJRcADAADwv2bPnj148ODY+rLLLuvTp8+h7nDFFVcsXrz4jTfeuPLKK4uKih588MGWLVvecccdX3zxRQ3PmnwEPAAAQPKqqKgoLCwsKCgYNWpUu3bt8vPzS0tLMzIyhg0bNnfu3JSUlMPb9pe//OXLL7/8z3/+8+qrr96xY8f48eNPP/30G2+88YMPPqjZ+ZNKWqIHAAAAIDGys7OLi4vjDxs2bNitW7ff/OY3Xbp0ycrKqv7+OTk5zz777OrVq0eMGPH000/PmDHjqaee+td//dd77rnnggsuqP7+ycYZeAAAgCT16KOPPvfccx06dIg/M3To0Nht0mvwKGeeeea0adM+/fTT22+/vUGDBn/7298uvPDCSy65ZP78+TV4lGQg4AEAAJLUtddem5+fP3v27OOOOy6KotLS0ry8vA0bNtTGsbKzs8eNG/fFF1/cc889xxxzzOuvv37llVeuWbOmNo71YyXgAQAAktppp502bdq02PrLL7/Mz88vLy+vpWNt3rx5/fr1ZWVlsYeH/Rv75CTgAQAAkl337t0HDRoUWy9evLh///41fojYBe3atGkzbdq0ioqKbt26LVu27Kc//WmNH+hHTMADAAAQPfzww506dYqtJ06cOGnSpJraOXZLufPOO++vf/1rampqr169PvjggxdffDE3N7emDpEkBDwAAABRamrqzJkzmzVrFnt4xx13LFmypJp7vvzyy7/85S8vvvji+fPnH3XUUf3791+zZs2TTz7Zpk2bas+bjAQ8AABAEqmsrDzQS82aNZs1a1ZaWloUReXl5VddddW6desO4xC7d+9+9tlnzznnnM6dOy9durRx48ZDhw798ssvH3vssRYtWhz+6ElPwAMAACSR7du3x9c7d+7c69WLL754xIgRsXVhYWH37t1LS0urvvnOnTv/67/+q3Xr1tdee+3KlStPPvnkMWPGfPnll8OGDcvMzKz+8Af560Pcjh07brvtttzc3Keffrr6u9UpAh4AACCJFBYWxtfr16/f9w0DBw7s0aNHbP3OO+/cdNNNu3fv/sFtKyoqxo4d26pVq9///veffPJJ69atp02b9tlnnw0YMKBRo0Y1Pvy+f3qImzx58oQJE5YvX967d++Df4OgKrvVKQIeAAAgWaxbt+6FF16IPxw7dux+7xg3bdq0008/PbaeOXPm1Vdfved5+/3auHHjgAEDvvrqq44dO77wwgsffvhh796909PTa3D49evXL1u2LLaOL/a1adOm2KKioqKoqKiau9UpAh4AAODHb968eRdccMEZZ5yx5xn4qVOnZmdn/+pXv1q7du2ebz722GNnz5591FFHxR4+//zzJ5544m9/+9uDH+LXv/71woUL33rrrby8vJq9wfvQoUN/+9vftm7dOh7kU6ZM6dSpU79+/Z555pm93nzbbbdddNFFxx577N13392+fftq7lanpFT/S/9vvvnmL37xiyiKSkpKjj766JqYqq4r+GrTuo1bs06ose+B7KVwS+mOil0tMmvrX+amkrKtOypOzmxUr0b/RxVXtrOisLjs0rZZjTJq8u9tAACQcC1ye/3PtoqUYxoncIbKTesv+9mZ82f8IYEzkBDOwAMAAEAA0hI9AAAAQFB27qzcVpzA41dWVCTw6CSQgAcAAKiq+ulpabvKo21bEjtGerqUS0b+qwMAAFTVmjf+lOgRSF5+Aw8AAAABEPAAAAAQAAEPAAAAARDwAAAAEAABDwAAAAEQ8AAAABAAAQ8AAAABEPAAAAAQAAEPAAAAARDwAAAAEAABDwAAAAEQ8AAAABAAAQ8AAAABEPAAAAAQAAEPAAAAARDwAAAAEAABDwAAAAEQ8AAAABAAAQ8AAAABEPAAAAAQAAEPAAAAARDwAAAAEAABDwAAAAEQ8AAAABAAAQ8AAAABEPAAAAAQAAEPAAAAARDwAAAAEAABDwAAAAEQ8AAAABAAAQ8AAAABEPAAAAAQAAEPAAAAARDwAAAAEAABDwAAAAEQ8AAAABAAAQ8AAAABEPAAAAAQgLRED8CP0O7KKIqijSVl28oqau8oJxydkZ7qL1AAAECyEPDUvIpdu6IoWvXlplo9yoVnNGt8dEatHgIAAKDuEPDUlpOOa5hWr1bOkJfv2r2huLQ2dgYAAKizBDy1Ja1eSlpqSm3svLs2NgUAAKjb/IQYAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAPh/7d1rcFxl4fjxZ7ObpLk1CW2BwULpBXAY0spNBMTKfWoLlDqM/F/goA6o8KIBaREdhSJYHHTAYXyBOqCMXIWKIpZh5CL/CqOVQrFAwUoLRSglNG3SpLns7vm92Pl1Yov+Srsnmyf5fF5td0+efU7bJ5tvztmzAERAwAMAAEAEBDwAAABEQMADAABABAQ8AAAAREDAAwAAQAQEPAAAAERAwAMAAEAEBDwAAABEQMADAABABAQ8AAAAREDAAwAAQAQEPAAAAERAwAMAAEAEcpWeAOylJAlJkuL4mUyKgwMAAHxUAp74DBaKIYTn/rEp1Wc5Zuqkg1rrU30KAACAPSfgiVVTXXV1NpX3gBSTsLWnP42RAQAA9pqAJ1b1Nbna6mwaIxeSRMADAAAjjYvYAQAAQAQEPAAAAERAwAMAAEAEBDwAAABEQMADAABABAQ8AAAAREDAAwAAQAQEPAAAAERAwAMAAEAEBDwAAABEQMADAABABAQ8AAAAREDAAwAAQAQEPAAAAERAwAMAAEAEBDwAAABEQMADAABABAQ8AAAAREDAAwAAQAQEPAAAAERAwAMAAEAEBDwAAABEQMADAABABAQ8AAAAREDAAwAAQAQEPAAAAERAwAMAAEAEBDwAAABEQMADAABABAQ8AAAAREDAAwAAQAQEPAAAAERAwAMAAEAEBDwAAABEQMADAABABAQ8AAAAREDAAwAAQAQEPAAAAERAwAMAAEAEBDwAAABEQMADAABABAQ8AAAAREDAAwAAQAQEPAAAAERAwAMAAEAEBDwAAABEQMADAABABAQ8AAAAREDAAwAAQAQEPAAAAERAwAMAAEAEBDwAAABEQMADAABABAQ8AAAAREDAAwAAQAQEPAAAAERAwAMAAEAEBDwAAABEQMADAABABAQ8AAAAREDAAwAAQAQEPAAAAERAwAMAAEAEBDwAAABEQMADAABABAQ8AAAAREDAAwAAQAQEPAAAAERAwAMAAEAEBDwAAABEQMADAABABAQ8AAAAREDAAwAAQAQEPAAAAERAwAMAAEAEBDwAAABEQMADAABABAQ8AAAAREDAAwAAQAQEPAAAAERAwAMAAEAEBDwAAABEQMADAABABAQ8AAAAREDAAwAAQAQEPAAAAERAwAMAAEAEBDwAAABEQMADAABABAQ8AAAAREDAAwAAQARylZ5AKrb1DvQPFtIbv7c/n97gAAAAsLvRGfD/fK/rnc6eVJ8il82kOj4AAAAMNToDPoRQk6uaOH5cSoO/39WXJElKgwMAAMDuRm3AZzKZXFVa7/DPhCDfAQAAGE4uYgcAAAAREPAAAAAQAQEPAAAAERDwAAAAEIFRexE72GvFJIQQNn6wfcv2vvSe5aDW+v0a0/qgBAAAYPQR8LCrJCQhhA+293X2pPUU+ULSUFst4AEAgD0n4OHD7ddQW1+b1gJ5q2N7SiMDAACjlffAAwAAQAQEPAAAAERAwAMAAEAEBDwAAABEQMADAABABAQ8AAAAREDAAwAAQAQEPAAAAERAwAMAAEAEBDwAAABEQMADAABABAQ8AAAAREDAAwAAQAQEPAAAAERAwAMAAEAEBDwAAABEQMADAABABAQ8AAAAREDAAwAAQAQEPAAAAERAwAMAAEAEBDwAAABEQMADAABABAQ8AAAAREDAAwAAQAQEPAAAAERAwAMAAEAEBDwAAABEQMADAABABHKVngCMUW9/0NPZ05/e+Ae21B3U2pDe+AAAwDAT8FAZPQMDffl8SoMPDBbra3MHtaY0PAAAUAECHiqjaVxNU111SoO/vaUnpZEBAIBK8R54AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAjkKj0BoPySJGzq7O3pG0zvKSY0jTt0UlN64wMAALsQ8DAKJUnSly8M9hRTGn8wX8hlnb8DAADDSsDD6FRfm2upr0lp8E1be1MaGQAA+E8cQwMAAIAICHgAAACIgIAHAACACAh4AAAAiICL2AEfWb6QvP1Bz7+29KT3FJPGjzt++v7pjQ8AANER8MBHloSkOlfVUFud0vjb+waLSUpjAwBArAQ8sDdqctmmurQCvmvHQEd33+MvvZ3S+CGEprrqEw87IL3xAQCg7AQ8MOIkIWSrwriabErj9w3kB/PFlAYHAICUCHhgJMplsy31NSkNvqXgBH0AAOLjKvQAAAAQAUfggTFnoFAsDBb//9p30xo/XxgsJA21aX2DLSZJsZgcdfB+KY1fMqFpXFUmk+pTAADwkQh4YMxJikmShHxqV7ofyBeLSZLe+H2DhUKh+Jd1m1Mav+S4qZOqcymepdXcUJurSuUXBH2DhVXr309j5JIkhEKh+LHWhpaG2vSepb42V1fjNRoA+Dej9oeDJAn9+UJKgxeTtMdPQkhz/GISQhjIF1M6upb/3/ELSSoBky8kIYTBfDGkNP/S+IViev8EIYRCMUl3/JTnny+mOX4SikmKfz9JSKqqQuO4tL4BDuYLSSHF8fOFYqEQJjSNS2n83v7BHQOFv6XZwCGEWVMmNI5L5YMM+gYKW7b3ZzOZTErf4zIhXyh27diayuD/65CJjQdPaEz1KdKzYXN3qt9/egfySZKk90mWIYRsVWbGgc3pjZ8JIdVLcWQyIZ1X4FEyflUmpPphpVUhpHqh1Nff3Zrq308IYdL4uukHjE/3OYC9kkn2+RvAs88+e/LJJ4cQuru7GxtHxE8bq9Z3vNPZU+lZAMBIVFeT2zGQT2/8TMgk6fZp6jKZMvyA9F801dV07xhIb/zWhprOnhTHn9BY+8H2/vTG36+xdkvM4zfX12zrTfHvP+1fQIQQDp7QOGvKhHSfA9gro/MI/Mc/1pLqbw0H8sV8sVif2smNA/niYKGQ3rGFfKHYN1hoGFed0ttbC8XijoFCfW0upTfQFotJ70C+riaXTef82yQJPf2D42qyuaq0zh/e3jdYW52tzqY1fm9/Ppetqknt/OfegXw2k6mtTu9j3gpJCHWpfYxc/2ChkCTxLuHBQqF/sJjS4esQQr5Y7BsoNNRWp/cW+IF8MVeVqUpnCReTZDBfTO//Z0h/CReLSb6YpLeE09Y3mB9XneIPGH2DhWKaSziEsGOwUJfmf6HYj2CnPn7KZyikfYQ87fn3DRTS+6TVkni//8CoNzoDvr4mF9L6/ClGhNaQ4ltPQwgtDen+B2pO7QPSRsv4qQ4P+yrtJRC75pRfg1M8tX0YnwL2mldJGMvKGfC33HJLTY2faQAAgLJpb2+vrU334A3Eogxv8XrttdcWLVr0yCOPlGVCo0Z1dXVjY2Nvb29/f4pvsgLKqKWlpVgsdnV1VXoiwB6pq6sbN25cV1dXoZDiNfOAcqmqqmpubu7v7+/t7f1IX7ht27bx411UD0IoS8CHELZs2XLWWWft+zgAAABD/elPf2poaKj0LGBESPciq2PZM888c+WVV15zzTWf//znKz0XYI+cddZZBx544F133VXpiQB75Cc/+cmdd955zz33HH744ZWeC/B/e/vtt+fPn/+FL3xh0aJFlZ4LxMoVJgEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAK5Sk9g1DrwwAMXLFgwderUSk8E2FOf+9znfMwsROTII49csGBBS0tLpScC7JGGhoYFCxbMmjWr0hOBiPkYOQAAAIiAU+gBAAAgAgIeAAAAIiDgAQAAIAICHgAAACLgKvQAAEBMCoXC+vXr33zzzU2bNp144onTpk2r9IxgmLgK/Yfr7u7+zW9+09vb+7WvfW0Pv6Snp+fuu+/etGlTdXV1Z2fnscceu2DBgurq6lQ3A0oqvmbfeOONBx988PXXX9+xY8e0adPmzZt3wgknlGHHYJSq+JodqqOjY+HChRdccMH8+fP3cn9gDBghy7ZYLD711FP33nvvIYcccvbZZx999NE1NTX7tGMQFUfgd9Xd3f3www8/8sgjfX19n/3sZ/fwq955551rrrnmkEMOue6667LZbFdXV3t7+8qVK2+44YZx48altBkQRsaaXb58+c9+9rNMJhNCGBwcXL169erVq+fNm3fppZeWdV9hNBgJa3aoYrH4ox/9qLu7e993DUarkbNsN27cuHTp0o6OjksuueTMM88s1w5CRLwH/t/09vauWLHixBNPPPjgg/f8qwqFwtKlS3fs2NHe3p7NZkMI48ePv/zyy19//fWf//znKW0GhJGxZteuXfvQQw9de+21Dz744AMPPPDDH/7w8MMPDyH8/ve//9vf/la2XYVRYSSs2V3cf//9b7311j7sE4xyI2fZvvrqq1dfffXmzZtvuukm9c6YJeD/TX19/Zw5c2bMmHHEEUfs+Vc988wzb7755syZMydMmLDzzmOOOWb8+PFPPvnk1q1b09gMCCNjzT7wwANXX331rFmzMplMNps9/PDDr7/++okTJ4YQVqxYUYadhFFkJKzZoV5++eU1a9acccYZe7tDMPqNkGXb0dGxZMmS7du3X3LJJd7xzlgm4D9cVdVH+Jt57LHHQggzZ84cemcmkznqqKPy+fzy5cvT2AwYqlJrtqenp7m5+bDDDhu6TX19fekMQ4f14D+p4OvsTt3d3bfffvsVV1xROu4H/HcVXLZJkvz4xz/u7e1ta2s7++yz92UvIHYCfl/19fW9/vrrIYSpU6fu8lDpt4MrV64s+2bAXivvYqyrq/vqV7+6+7MccMABIYSWlpayzx/GmvReQG+77bYLL7ywdL4MUEZlX7Yvv/zy6tWrQwinnnpqCKG7u7uzszPVXYARy0Xs9tX69esLhUIIoaGhYZeHGhsbQwibN28u+2bAXivvYqyqqvrQK2N1dHSEEI499tiyzx/GmpReQB999NHW1taTTjoptYnD2FX2Zfvkk0+GELLZbD6fv+yyy95+++0QQnNz86mnnnrRRRf5nCbGFEfg99XON+eUvtEMVbqnq6urr6+vvJuVcwdgjBmexbhq1aqmpqY9v1Qv8J+ksWY3bNjwxBNPfOUrX0lv2jCWlX3ZPv/88yGE2traXC73/e9//1e/+tXixYuLxeLDDz/87W9/26diM6YI+H21Y8eO0o26urpdHtp5z5YtW8q7WRnmDWPVMCzGdevW/eMf/7j00kt3P6QAfFRlX7P9/f233nrrwoULfXY0pKS8y7ZQKJRS/4ILLjjjjDNaWlrGjx//6U9/+nvf+14mk1m7du0f//jHlHYERiABv692/oDe39+/y0M776mvry/vZmWYN4xVaS/GJEluv/32uXPnzp49u1xzhrGs7Gv2pz/96dlnnz1lypSUJgyUd9lu3bq1dIx9l2U7bdq0WbNmhRD+/Oc/l3P2MLIJ+H3V2tpautHT07PLQ6V7MplMU1NTeTcr5w7AGJP2YnzooYf222+/Sy+9tLzThjGrvGt2xYoVXV1dc+bMSXfSMLaVd9m2tLSULoC/+2XwjzzyyBBC6S3xMEa4iN2+mjp1ai6Xy+fz27dv3+Wh0ree6dOnZ7PZ8m6W1s7AGJDqYnzuuedeeeWVb33rW5lMJrU9gLGlvGv2qaeeWrly5bnnnrv7E91xxx133HFHCOG+++5zshvsi7K/1B5wwAHvvvvu0I+FLyl9isTg4GBKOwIjkCPw+6q6uvrjH/94CGHje9rU0wAACERJREFUxo27PFT6COi2traybwbstfQW40svvfTEE09885vfzOX8bhTKprxrtq2t7bO7KZ2XO3369NIf/aIc9lHZX2onT54cQnj//fc/9OkOOeSQMk4eRjgBXwannXZaCOGll17a5f6XXnopk8mcddZZaWwG7LU0FuPatWt/+9vfLl68eJfLYq1Zs8aRAdhHZVyz8+fPv3I3n/rUp0IIs2fPLv2xtrY27T2CUa+8L7Unn3xyCOEvf/nLLpt98MEHIYQjjjiizLOHEUzAf7hisfhfHr333nuXLl2687eAs2fPnjx58osvvtjd3b1zm1deeaWjo2P27Nkf+9jH0tgMGKqCazaE8MYbbzzwwAOLFi0aWu9Jkqxdu/aRRx7x+bSwu8quWWAvVHDZnnLKKZMnT163bt26deuGPunKlSubm5vPP//8suwgREHAf7hNmzaFD7uiRgiho6Pj3nvvfe655x5//PHSPdXV1YsWLaqrq7vttttKF8ns7e299dZbZ8yYcdlll+38wvJuBgxVwTW7cePG7373u2vWrPnSl770/4a44IILFi9efMopp6S64xCpCq5ZYO9U9sfja6655qCDDrrxxhvfeeed0p2PPfbYv/71r/b2dh/aypiSKS0Vdnrsscf++c9/Pv7440mSVFVVnXbaaZMnTz7nnHN2HkNLkmTp0qUbNmxYvHjxjBkzdn5hd3f3Pffcs3Xr1lwu193dfdRRR51//vm7v4+uvJsBlV2znZ2d7e3tnZ2dHzq35ubmO++801viYagR8jo71N13333//fd/+ctfnj9/ftn3F0aBEbJs+/r67rvvvpdffjmbzba2ttbX11944YWTJk1Kdd9hpBHwAAAAEAGn0AMAAEAEBDwAAABEQMADAABABAQ8AAAAREDAAwAAQAQEPAAAAERAwAMAAEAEBDwAAABEQMADAABABAQ8AAAAREDAAwAAQAQEPAAAAERAwAMAAEAEBDwAwypJkkKhkCRJpScCABAZAQ/AsJo3b14ulzv//PMrPREAgMhkHAMBYNisXLnyk5/8ZOn2qlWrjj766MrOBwAgIo7AAzB8lixZEkKYOXNmCOH666+v9HQAAGLiCDwAw+T5558/7rjjJk6c+Oqrr7a1tb333nurVq36xCc+Uel5AQDEwRF4AIZJ6fD7VVddNXHixKuuuipJEgfhAQD2nCPwAAyHVatWHXvssRMmTNiwYUNjY2NPT8/UqVM7OjpeeOGFWbNmVXp2AAARcAQegOFQOtj+jW98o7GxMYTQ0NBw5ZVXOggPALDnHIEHIHUvvvjiMccc09raumHDhqamptKd3d3dhx56aGdn54svvli6rB0AAP+FI/AApG7JkiVJklxxxRU76z2E0NTUdMUVVzgIDwCwhxyBByBdq1evPvroo1taWjZs2DB+/PihD23btm3KlCldXV2rV69ua2ur1AwBAKLgCDwA6br++uuTJGlvb9+l3kMIzc3NCxcudBAeAGBP5Co9AQBGs97e3ilTprS3ty9cuPBDN2hvb+/q6spkMr29vfX19cM8PQCAiDiFHgAAACLgFHoAAACIgIAHoPx+97vfnXTSSblcLrObXC63//77t7W1XXzxxb/4xS96e3srPVkAgDg4hR6AtLzwwgvHHXdcsVgMIRx22GE333zz/vvv/+67727cuPH+++9/7rnnQggtLS033HDD5ZdfXunJAgCMdAIegBS1tbWtWbMmhLB48eIf/OAHQx9avnz5ueeem8/nQwg333zzVVddVZkpAgBEwin0AKSotbW1dKOmpmaXh+bMmXPdddeVbi9ZsmTz5s3DOTEAgOgIeABSlM1m/8ujc+fOLd3Yvn37s88+OywzAgCIlYAHoGKOOOKInbfXrVtXwZkAAIx8Ah6Aihl62vzBBx9cwZkAAIx8Ah6Ailm2bFnpRi6XO/744ys7GQCAEU7AA1AZf/3rX3dexO473/nOtGnTKjodAICRLlfpCQAwhgwODm7ZsmXFihW//OUvly9fns/nm5ubb7zxxq9//euVnhoAwEjnc+ABSNGpp5769NNPhxCampoymUxXV1fp/vr6+nnz5s2ZM+ecc86ZMGFCJacIABAJp9ADMBzmzp27bNmyxYsXl/6Yz+cXLlx48cUXq3cAgD0k4AEYDjNmzDj99NNvuummc845J4QwMDCwYMGCjRs3VnpeAADREPAADJ9MJnPXXXdNnz49hPDee++dd955vb29lZ4UAEAcBDwAw6qlpWXZsmV1dXUhhBdeeOHiiy92NRYAgD0h4AEYbjNnzrz99ttLt3/961/fcMMNlZ0PAEAUBDwAFXDRRRdddtllpdvXXnvtsmXLKjsfAICRT8ADkKKBgYHSjUKhsMtDt9xyywknnBBCSJLki1/84urVq4d7cgAAURHwAKSos7Nzlxs71dTUPPjgg5MmTQoh9PT0nHfeeZs3bx7u+QEAxEPAA5CWv//972vXri3d/sMf/rBt27ZdNpg8efJ9992XzWZDCG+++eZnPvOZ9evXD/csAQAiIeABKL9HH330zDPPPP7443deYf6tt9469NBD586d+/TTTw/d8rTTTrvxxhtLt1977bUjjzzy9NNP3759+zBPGABg5Mv48B4AAAAY+RyBBwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIwP8AGM/zFyviS10AAAAASUVORK5CYII=" width="672" /></p>
<p>All R-hats are below 1.05.</p>
</div>
<div id="effective-sample-size-to-total-sample-size" class="section level2">
<h2>Effective Sample Size to Total Sample Size</h2>
<p><img 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" width="672" /></p>
</div>
<div id="bulk-and-tail-ess" class="section level2">
<h2>Bulk and Tail ESS</h2>
<p><img src="data:image/png;base64,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" 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" width="672" /></p>
<p>Some ESS-to-TSS ratios below 0.5 but effective and tail samples sizes are sufficient. The minimum bulk effective sample size is 1720.4250543. The minimum tail effective sample size 1699.3821886. All have an effective sample size of at least 400 which is the minimum sufficient for a stable estimate of Monte Carlo standard error per Vehtari et al. (2020).</p>
</div>
<div id="mc-standard-error-to-posterior-standard-deviation" class="section level2">
<h2>MC Standard Error to Posterior Standard Deviation</h2>
<p><img 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" width="672" /></p>
</div>
</div>
<div id="diagnostics-for-informed-hierarchical-model-with-partisan-and-apointee-variables" class="section level1">
<h1>Diagnostics for Informed Hierarchical Model with Partisan and Apointee Variables</h1>
<div id="r-hat-1" class="section level2">
<h2>R-hat</h2>
<p><img 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" width="672" /></p>
<p>All R-hats are below 1.05.</p>
</div>
<div id="effective-sample-size-to-total-sample-size-1" class="section level2">
<h2>Effective Sample Size to Total Sample Size</h2>
<p><img 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" width="672" /></p>
</div>
<div id="bulk-and-tail-ess-1" class="section level2">
<h2>Bulk and Tail ESS</h2>
<p><img src="data:image/png;base64,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" 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" width="672" /></p>
<p>Some ESS-to-TSS ratios below 0.5 but effective and tail samples sizes are sufficient. The minimum bulk effective sample size is 1437.6478117. The minimum tail effective sample size 1294.8187193. All have an effective sample size of at least 400 which is the minimum sufficient for a stable estimate of Monte Carlo standard error per Vehtari et al. (2020).</p>
</div>
<div id="mc-standard-error-to-posterior-standard-deviation-1" class="section level2">
<h2>MC Standard Error to Posterior Standard Deviation</h2>
<p><img 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AD8OQEPwc6rOf+52j3K/kAdFfAAANApHqEHAACAAAIeAAAAAgh4AAAACCDgAQAAIICABwAAgAACHgAAAAIIeAAAAAgg4AEAACCAgAcAAIAAAh4AAAACCHgAAAAIIOABAAAggIAHAACAAAIeAAAAAgh4AAAACCDgAQAAIICABwAAgAACHgAAAAIIeAAAAAgg4AEAACCAgAcAAIAAAh4AAAACCHgAAAAIIOABAAAggIAHAACAAAIeAAAAAgh4AAAACCDgAQAAIICABwAAgAACHgAAAAIIeAAAAAgg4AEAACCAgAcAAIAAAh4AAAACCHgAAAAIIOABAAAggIAHAACAAAIeAAAAAgh4AAAACCDgAQAAIICABwAAgAACHgAAAAIIeAAAAAgg4AEAACCAgAcAAIAAAh4AAAACCHgAAAAIIOABAAAggIAHAACAAAIeAAAAAgh4AAAACCDgAQAAIICABwAAgAACHgAAAAIIeAAAAAgg4AEAACCAgAcAAIAAAh4AAAACCHgAAAAIIOABAAAggIAHAACAAAIeAAAAAgh4AAAACCDgAQAAIICABwAAgAACHgAAAAIIeAAAAAgg4AEAACCAgAcAAIAAAh4AAAACCHgAAAAIIOABAAAggIAHAACAAAIeAAAAAgh4AAAACCDgAQAAIICABwAAgAACHgAAAAIIeAAAAAgg4AEAACCAgAcAAIAAAh4AAAACCHgAAAAIIOABAAAggIAHAACAAAIeAAAAAgh4AAAACCDgAQAAIICABwAAgAACHgAAAAIIeAAAAAgg4AEAACCAgAcAAIAAAh4AAAACCHgAAAAIIOABAAAggIAHAACAAAIeAAAAAgh4AAAACCDgAQAAIICABwAAgAACHgAAAAIIeAAAAAgg4AEAACCAgAcAAIAAAh4AAAACCHgAAAAIIOABAAAggIAHAACAAAIeAAAAAgh4AAAACCDgAQAAIICABwAAgAACHgAAAAIIeAAAAAgg4AEAACCAgAcAAIAAAh4AAAACCHgAAAAIIOABAAAggIAHAACAAAIeAAAAAgh4AAAACCDgAQAAIICABwAAgAACHgAAAAIIeAAAAAgg4AEAACCAgAcAAIAAPZ0+ABDjQI1NXtx0002LFi1qvL569epPfOITjUcBAGDqEPDAa/VywN9yyy3t16+44goBDwDATOYRegAAAAjgFXjgb/Z3dcZprf76b7DGb6sDbbYAAGAqE/DA3+zSmr+sutts9deYgAcAgPIIPQAAAEQQ8AAAABBAwAMAAEAAAQ8AAAABBDwAAAAEEPAAAAAQQMADAABAAAEPAAAAAQQ8AAAABBDwAAAAEEDAAwAAQAABDwAAAAEEPAAAAAQQ8AAAABBAwAMAAEAAAQ8AAAABBDwAAAAEEPAAAAAQQMADAABAAAEPAAAAAQQ8AAAABBDwAAAAEEDAAwAAQAABDwAAAAEEPAAAAAQQ8AAAABBAwAMAAEAAAQ8AAAABBDwAAAAEEPAAAAAQQMADAABAAAEPAAAAAQQ8AAAABBDwAAAAEEDAAwAAQAABDwAAAAEEPAAAAAQQ8AAAABBAwAMAAEAAAQ8AAAABBDwAAAAEEPAAAAAQQMADAABAAAEPAAAAAQQ8AAAABBDwAAAAEEDAAwAAQAABDwAAAAEEPAAAAAQQ8AAAABBAwAMAAEAAAQ8AAAABBDwAAAAEEPAAAAAQQMADAABAAAEPAAAAAQQ8AAAABBDwAAAAEEDAAwAAQAABDwAAAAEEPAAAAAQQ8AAAABBAwAMAAEAAAQ8AAAABBDwAAAAEEPAAAAAQQMADAABAAAEPAAAAAXo6fQCAv2Ti+MXY2NjQ0FD7A8ybN6+7u7v9LgAAvIKAB6a0gRqbvOjr6+vt7W1/gO9///sf+9jH2u8CAMAreIQeAAAAAngFHsgwv7rOqtnN5g7U2P7jL/4DAMBUIOCBDOfX3P9eb2g2d1cd+kEdbDYHAAB/lUfoAQAAIICABwAAgAACHgAAAAIIeAAAAAgg4AEAACCAgAcAAIAAAh4AAAACCHgAAAAIIOABAAAggIAHAACAAAIeAAAAAgh4AAAACCDgAQAAIICABwAAgAACHgAAAAIIeAAAAAgg4AEAACCAgAcAAIAAAh4AAAACCHgAAAAIIOABAAAggIAHAACAAAIeAAAAAgh4AAAACCDgAQAAIICABwAAgAACHgAAAAIIeAAAAAgg4AEAACCAgAcAAIAAAh4AAAACCHgAAAAIIOABAAAggIAHAACAAAIeAAAAAgh4AAAACCDgAQAAIEBPpw8AMBXtq7HJi5/97Gf9/f2N13t6ej73uc81HgUAYIoT8ACv4vkanby4884777zzzsbrc+bMEfAAALyCR+gBAAAggFfgAf6S99XC82pOs7nv18HBGm82BwBAEAEP8JdcVPPeXQuazf24BgU8AACvyiP0AAAAEEDAAwAAQACP0Lewc+fOHTt2tN89fPhw+1EAAABOBQHfwt133/2lL32p06cAAAAgmEfoAQAAIIBX4Ju6qOa9uWY3m/uXGvRm1gAAANODgG/qXbXgP9XCZnP/WofHa6LZHAAAAKeOR+gBAAAggIAHAACAAAIeAAAAAgh4AAAACCDgAQAAIICABwAAgAACHgAAAAL4PfAAU8hQjVfV2NjY5z//+fbr73rXuzZu3Nh+FwCA10LAA0whLx0P+G9961vt10dHRwU8AMCU5RF6AAAACOAVeIApp7u6/qmWNZt7pkbuqIFmcwAAvD4CHmDK6aq6qOY1m5tVXc22AAB43TxCDwAAAAEEPAAAAAQQ8AAAABBAwAMAAEAAAQ8AAAABBDwAAAAEEPAAAAAQQMADAABAAAEPAAAAAQQ8AAAABBDwAAAAEEDAAwAAQAABDwAAAAF6On0AADpssMYnL5544onvfe977Q9w1VVXLVu2rP0uAEAWAQ8w0/XX6ORFX19fX19f+wM89NBDAh4A4K/yCD0AAAAE8Ao8AH9yfs35jzW/2dxv6ujTdazZHABAOgEPwJ+cW3P+ay1qNvdsjQp4AIDXziP0AAAAEEDAAwAAQAABDwAAAAEEPAAAAAQQ8AAAABBAwAMAAEAAAQ8AAAAB/B54ADrj2RqZvNi0adOSJUsar69cufLmm29uPAoAcCIEPACdcajGJy9+9atftV+/4IIL2o8CAJwIj9ADAABAAK/AA9Bh19XSVTW72dzf155mWwAAJ5GAB6DDVlRPs4CfaDMDAHAKCHgAZqJ9+/bdcMMN7Xff+973XnbZZe13AYBpQMADMIO8/Ar83r17v/KVr7Q/wI033ijgAYDXx5vYAQAAQACvwAMwEy2p7v9Wpzeb21bD/6uGms0BANOSgAdgJlpYs95bC5vNjVUJeADgBHmEHgAAAAIIeAAAAAgg4AEAACCAn4EHgHbGxsZGRkba786ePbv9KABwcgl4ADjlHq/hyYtNmzZt2rSp/QH6+/uXLl3afhcAOIkEPABMfwcOHOjq6mo8OmfOnN7e3sajADCNCXgAaOeM6l7U8A1odtfIeFVVnXfeec1GX/bBD37w3nvvbb8LANOVgAeAdj5Up11dpzWb21jPHa3xZnMAwCkl4AFg+juv5nS32jpW9X/qWKs1AJhBBDwATH//VG84rdWj+7tq5O9rT1UNDg4+/vjjbUarav/+/fv376+qM888c+HChc12d+7cOTo62t3dfc455zQbfdnSpUtXrFjRfheAjhDwAMDJtK/GJi/6+vrWrl3b2cNMe1/4whduvvnmTp8CgEbavY8OAAAA8Lp5BR4AOCXOqO41NafZ3LYaHqzxqnpLzVlSzX7kvx6so1XVXV3vqHnNRgdq/N9quNkcAFOEgAcATonzas6mWtZs7h9q744arqpratH6mt9s97/U7omqudXV8pO9v45MBvwf//jHn//85812X7Z+/fre3t72uwAznIAHAAjzbI1OXtxzzz333HNP+wM8+uij69ata78LMMMJeAAAeKXbbrvti1/8YgcPcODAgfnz2z1L0hGPPfbYU0891an1+fPnX3nllZ1ah9dnZgX84cOHP/WpT7XfffLJJ9uPAgDT3rk1+4Ka22zuvjpyqMar6tprrz399NOb7U5MTFTVueee+7Wvfa3Z6LFjx4aHO/lGAyMjI7Nnz242Nzo6WlWzZs2aNavdu1zffvvt3/zmN5vNvcK8efOuuuqqlouTX8lXX331xo0bm42Oj4+Pj49XVU9P0/Sb/Irq6urq7m73piQv6+7u7urqar/bwMwK+OHh4bvvvruDB9hRwy3/iY/XxORFXw01G91x/D119tToLxvuHqnxyYtH6qV/P/5gYTMv1XjLT/a545/gM3Ws5e7I8a+oB+pIb6vfYbH3+Cd7oMZafrIHjv8erO01PHb8E29g4k//OdHyk/1DHZu8eK5GWu4ePf4PdmsdfbZG2oy+/L/lUNvbds/xr+Sn2t62L3/13ldH5lWjf5X54/FPtr/tbXvw+G27rYaPHv+m0MxY29v2meO37eLqPq/hOwX+7zoyedGRH7yvqm984xsd2e2Iln9FMjO99NJLHUmDH//4xx//+Mfb784od9xxR0deuG2ga/LvgWaIffv2LVvW7g1mAAAAaGwaB7zfAw8AAAABZtYj9AsWLLj++uvb7+7evfvpp5+uqre85S1nnnlms92HH354aGioqt797nc3+yGQwcHBrVu3VtWKFSvWrFnTZrSqnnzyyeeff76qLr744sWLFzfb/fWvfz0+Pj5//vzLLrus2ejevXu3b99eVeecc86qVaua7T766KP79++vqvXr18+d2+hHLoeHhx988MGqWrJkydve9rY2o1W1a9euZ555pqouvPDC5cuXN9vdsmXL0aNHZ82adfnllzcbHRgY+P3vf19VZ5111vnnn99sd8eOHXv27Kmqt7/97YsWLWq229fXV1ULFy689NJLm42+8MILTzzxRFWtXr165cqVzXYfeeSRgwcPVtWGDRua/TDt0aNHt2zZUlXLli1bu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width="672" /></p>
</div>
</div>
<div id="diagnostics-for-naive-hierarchical-model-baseline" class="section level1">
<h1>Diagnostics for Naive Hierarchical Model (Baseline)</h1>
<div id="r-hat-2" class="section level2">
<h2>R-hat</h2>
<p><img 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" width="672" /></p>
</div>
<div id="effective-sample-size-to-total-sample-size-2" class="section level2">
<h2>Effective Sample Size to Total Sample Size</h2>
<p><img 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" width="672" /></p>
</div>
<div id="bulk-and-tail-ess-2" class="section level2">
<h2>Bulk and Tail ESS</h2>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAIAAAB7BESOAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdeZRcZZ0//qd6JUlna5JAEiBAswXIDwmNGkBwIAgziIJLRDio6GGRTWWGZVjPgDOACkrQwyIgCgcnoIyDjGccth+yJPwSQCT5EpgkJCIhJOlOpxN6qa6u+v1Rpu1vAqGru6tvPV2v1x85t289dZ/Prdy+Xe96nnsrlcvlAgAAAFDaKpIuAAAAAPhwAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIlCVdAFRevTRR9PpdNJVDLJcLpfJZEIIFRUVlZWVSZdDkvIHQ1VVVSqVSroWkpTJZHK5XAihuro66VpIWCaTqaioqKjwuX9Zy2az3d3dIYTKykoHQ5nLZrPZbLaqSpQod11dXSGEVCrlYBiImTNn7r777n1s7IXuj5tvvrm1tTXpKgAAAIjblVdeKcAX3dlnn33mmWcmXcVgymQyLS0tIYTa2trRo0cnXQ5JSqfTra2t48ePNxejzLW0tOQn5uy4446mY5S55ubmHXbYYeTIkUkXQpI6Ojo2b94cQhg1atSIESOSLocktbW1dXR01NfXJ10IScrlck1NTSGEqqqqcePGJV1OlNLp9GGHHVbQU0x/AgAAgAgI8AAAABABAR4AAAAiIMBTsMWLF8+ZM2fOnDl33XVX0rUAAACUCzexo2Br16596KGHQggTJ05MuhYAAIByYQQeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiUJV0AcSnvr5+9uzZIYR999036VoAAADKhQBPwT7ykY889thjSVcBAABQXkyhBwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBnoLNnz+/oaGhoaHhmmuuSboWAACAclGVdAHEp729fcWKFSGE9evXJ10LAABAuTACDwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEfA88AIPmd7/73fe+972h7PH666+fNWvWUPYIAJAUAR6AQfPOO+88/fTTQ9ljU1PTUHYHAJAgAZ6CNTQ03HDDDSGEgw8+OOlaAAAAyoUAT8GmTZt26aWXJl0FUNL2PvmqaceeW7zt/+/D1656/LbibR8AoAQJ8AAMvqoRo2vH7Vy87VfWjizexgEASpO70AMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIlCVdAHEp729/Z133gkhjBkzZsKECUmXAwAAUBaMwFOw+fPnNzQ0NDQ0XHPNNUnXAgAAUC4EeAAAAIhAHFPon3rqqd///vcrV66sra3dY489TjnllP3222+rNq2trfPmzXvhhRdaW1sbGhpmzJhx8sknjxgxon/NAAAAoKSUeoDv7u7+3ve+N3/+/BDC6NGj29vbX3rppZdffvnCCy885phjepq9++67l112WVNTUwhh7NixS5YsWbJkyXPPPXf99dePGTOm0GYAAABQakp9Cv199903f/78SZMm3Xzzzffff/+8efPOPPPMXC53++23r1+/vqfZ3Llzm5qaDjjggHvuuee+++67/fbbd91117feeuuee+7pvbU+NgMAAIBSU9IBft26dY888khlZeV3v/vdvfbaK5VKpVKpE0888fDDD+/s7Hz++efzzZYuXfrqq6/W1dVdfvnl+ZuiT5ky5eqrr66srHzqqafWrVtXUDMAAAAoQSUd4J955plMJnPooYfuvPPOvdefeeaZN9544yGHHJL/ccGCBSGExsbG0aNH97TZaaedpk+fnsvl8o/2vRkAAACUoJIO8EuXLg0hfPzjH99qfX19/fTp06dOnZr/8e233w4hzJw5c6tm+TWrV68uqBkAAACUoJK+id2GDRtCCBMnTly2bNn8+fPfeOONysrKPffc81Of+lTvMfnm5uYQQn5WfG/5NfmN9L0ZAAAAlKAIAvwLL7zw29/+NpfL5Ve+9NJLjz766De/+c2/+7u/y6/J31W+98T4vLq6urAlt/e9WW8vv/zymWeeue36urq6tra23nfRG046Ozs7Ozu302Djxo35hY6OjuH6IhB8qkUv+fNnX2zevDm/0J3NZjKZolUUstlsfqG1tdWJaGi0tbW1tbUlXQUl4b333nvvvfeSroLkOf2Sl8lkHAz909XV1fNvH5V0gG9paQkhPPLIIwcccMDpp5++xx57NDc3//a3v/3d735366237r333rvssksIobW1NYSw7Xe5jxw5smcjfW8GAAAAJaikA3xVVVU6nd5tt92++93vVlZWhhCmTp16zjnnvPfee08//fQDDzxwySWXhBDq6upaWlra29u3enp+oGDUqFH5H/vYrLfa2tqeK+1727hxYyqVypc0bORyufyIViqVqqjY3s0RDjrooP/4j/8IIUyZMmWYvQjk5Q8G/7lks9n87Ke+Hww9Z49UCKlUqliVhRC2bLyiosKxOgSy2Wz+u2CSLoQk9f2tAsNeLpfL5XIOA7q7u4NzwgD0nFT7/pSSDvDjx49va2s74YQTtnpzdvzxxz/99NPLli3L/1hfX9/S0tIzb7NHfk19fX1BzXrbf//9//M//3Pb9UcfffSIESPGjx/fn70qVZlMJj8NoaamZtsLDXobP378nnvuOVR1kYB0Ot3a2jpmzBi5qMy1tLTkp8GPGzeuj39a8nOaQvFzdcWWeurq6obZ2bg0NTc377DDDj3/v5Snjo6O/LumkSNHbjulkbLS1tbW0dHh9Fvmcrlc/iK7ysrKcePGJV1OlNLpdAihqqqAVF7Sn5Tkj4OtvkMuhDBp0qQQwrp16/JDQ/lm217Enr+CtyeZ97EZAAAAlKCSDvD5S9zXrFmz1fq1a9eGEKZOnZofEWpoaAghvPLKK1s1y6/ZY4898j/2sRkAAACUoJIO8Mcff3wI4fe//33P3YbznnjiiRDC3nvvnf9x9uzZqVRq4cKFve+d3traunjx4pqamqOOOqqgZgAAAFCCSjrANzQ0TJ8+fcWKFd///vfz95Dv6ur65S9/+cQTT9TW1n75y1/ON5s8efKMGTM2bNgwd+7c/H0UOjs7r7/++nQ6feSRR/bcna6PzQAAAKAElfRN7EIIF1xwwaWXXvrcc889//zzEyZMaG5u7u7urq2tPf/88/NXwuedd955l1xyyTPPPPPiiy/utttuK1asSKfTU6ZMOeOMM3pvrY/NAAAAoNSUeoDfZZddbr311nnz5i1atGjjxo1Tp07da6+9TjnllK3ubDd58uRbbrnlgQceWLRo0bJly+rr6w877LBTTjllq/vl9rEZAAAAlJpSD/AhhPr6+m9+85t9aXb++ecPVjMAAAAoKSV9DTwAAACQJ8ADAABABCKYQk+pWb169aOPPhpC2H///Y844oikywEAACgLAjwFW7p06dlnnx1COPfccwV4AACAoWEKPQAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAhUJV0A8Tn66KNzuVzSVQAAAJQXI/AAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiUJV0AcTn9ddfv/nmm0MIRx111Kmnnpp0OQAAAGVBgKdgb7/99p133hlCqKqqEuABAACGhin0AAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQgaqkCyA+o0ePPuSQQ0IIu+66a9K1AAAAlAsBnoIdeuihixYtSroKAACA8iLAAxCfTW8tzi9ce+21d9xxxxD0+NOf/nTnnXcego4AAD6IAA9AfNKbm/ILCxcuHJoe33vvvaHpCADgg7iJHQAAAETACDwAEdvrtB/tcsg/FG/7r951VtP/+X+Lt30AgL4T4AGIWM3YnUftvHfxtl9ZM7J4GwcAKIgp9AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4CnY/PnzGxoaGhoarrnmmqRrAQAAKBe+Ro6Ctbe3r1ixIoSwfv36pGsBAAAoF0bgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAlVJF0B8pk2bdumll4YQPv7xjyddCwAAQLkQ4ClYQ0PDDTfckHQVAAAA5cUUegAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiEBV0gUQn0wms2nTphBCbW3tyJEjky4HAACgLBiBp2B/+MMf6uvr6+vrL7744qRrAQAAKBcCPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAhUJV0A8TnwwAMffPDBEEJDQ0PStQAAAJQLAZ6CTZo06Ytf/GLSVQAAAJQXU+gBAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACVUkXQHzWrl379NNPhxAaGhpmzpyZdDkAAABlQYCnYIsXL54zZ04I4dxzzxXgAQAAhoYp9AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACJQlXQBxOfII49sbm4OIdTW1iZdCwAAQLkQ4ClYVVXV+PHjk64CAACgvJhCDwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAEahKuoAo5XK59vb2DRs2JF3IYMrlcvmFdDq9/V178803f/GLX4QQGhsbTzjhhKEojqGVPxg2btyYSqWSroUkZbPZ/EJLS0sfn9LW1tbz3O7u7qKUFULodcoaso42btw4zE77Bclmsx0dHZ2dnUkXQpJ6fh3a2to6OjqSLYZk5XK5bDZbzmdFeuvu7nYw9E9XV1cIIZPJ9P0pAnw/VVZW1tTUJF3FYMpms/l3ZhUVFdvftTVr1txyyy0hhDPPPPPkk08eovoYQt3d3el0urq6uqLCJJ2y1tnZmX+/Xl1d3cdPcyorK/MLqVSqqB8A9Wy62B319FRTUzPMTvsF6ejoqKysrKrytqGs5f86hBCqqqocDGUuk8nkcrlyPisSQsjlcvnP0FOplINhIAp6y+3k2x/5Y3TUqFFJFzKYMplMPsBXVVVtf9d22GGH/EJ1dfUwexHIS6fT6XR65MiRPWGM8tTV1ZUfhB81alQfQ3JtbW1+IZVKFfcDoC31FLuj1JYEP2LEiHI+43V2dlZXV48cOTLpQkhSR0dHPsDX1NSMGDEi6XJIUltbW3d3dzmfFQkh5HK5/GSciooKB0P/VFdXhwIDvOE1AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEqpIugPiMHj36kEMOCSHsuuuuSdcCAABQLgR4CnbooYcuWrQo6SoAAADKiyn0AAAAEAEBHgAAACJgCj3A8Nfe3r5q1apCn7Vp06ZMJhNCWLduXSqV6stT1qxZk1/ozmYL7Q4AgO0T4AGGv5dffvnwww8fyh7b3msbyu4AAMqBKfQAAAAQASPwAGVkxITdxkw7uI+Nc7lcfqGP8+dDCK2rXm5f/+f+VAYAwIcR4AHKyIQDjvl/zr6nj427u7vzGb6qqq9/LF65/Wt/+cPP+1kcAADbZQo9AAAARECABwAAgAgI8AAAABABAZ6CLVy4sLGxsbGx8YYbbki6FgAAgHLhJnYUbNOmTS+++GII4WMf+1jStQAAAJQLI/AAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABCBqqQLID5Tp04966yzQgiHH3540rUAAACUCwGegu2777533HFH0lUAAACUF1PoAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECAp2BPPvlkKpVKpVLnnXde0rUAAACUCwEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABKqSLoD4HHjggQ8++GAIoaGhIelaAAAAyoUAT8EmTZr0xS9+MekqAAAAyosp9AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEIGqpAsgPs3NzS+99FIIYZdddtlvv/2SLgcAAKAsGIGnYH/84x+PPfbYY4899tZbb026FgAAgHIhwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIhAVdIFEJ9Zs2YtX748hDBmzJikawEAACgXAjwFGzFixJ577pl0FQAAAOXFFHoAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIhAVdIFEJ/ly5f/9Kc/DSF8/OMfP+mkk5IuBwAAoCwI8BRs1apVN954Ywjh3HPPFeABAACGhin0AAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQgaqkCyA+I0aM2HPPPUMIEyZMSLoWAACAciHAU7BZs2YtX7486SoAAADKiyn0AAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAU7A//vGPxx577LHHHjt37tykawEAACgXVUkXQHyam5sff/zxEMI+++yTdC0AAADlwgg8AAAARECABwAAgAgI8AAAABCByK6BX7ly5T/+4z/uv//+11133VYPtba2zps374UXXmhtbW1oaJgxY8bJJ588YsSI/jUDAACAkhJTgE+n0zfddFNXV9e2D7377ruXXXZZU1NTCGHs2LFLlixZsmTJc889d/31148ZM6bQZgAAAFBqYppC//Of/3zVqlXv+9DcuXObmpoOOOCAe+6557777rv99tt33XXXt95665577ulHMwAAACg10QT4l1566dFHHx07duy2Dy1duvTVV1+tq6u7/PLLJ0yYEEKYMmXK1VdfXVlZ+dRTT61bt66gZgAAAFCC4gjwra2tt9xyy7hx40499dRtH12wYEEIobGxcfTo0T0rd9ppp+nTp+dyufyjfW8GAAAAJSiOAP/jH/94w4YNF1xwwfuOwL/99tshhJkzZ261Pr9m9erVBTUDAACAEhTBTex+//vfL1iw4O///u8bGxuff/75bRs0NzeHEPKz4nvLr9mwYUNBzXpra2v7oKvus9lsJpMpaEdKXHd3d34hl8ttf9d23HHHL3zhCyGEgw46aJi9COTlD4bu7u5cLpd0LQyOv/2Ch9CP/9Z+HQm54h4/W7ady/WvvEL7Cd3d3WV+xht+f/goVDab7VlwMJS5/MHgMChzPX9/PzQ+8EHyr1tB72RKPcCvXr367rvvnjp16te//vUPapO/q3zvifF5dXV1YUtu73uz3l5//fUzzzxz2/V1dXUdHR0tLS1935GIpNPpdDq9nQZTp0697bbb8svD9UUghNDa2pp0CQyazZs35xdyuWxPmO+7vj8l2+tveT866rtc6OmoP3tUSE9/7ai1tbXMz3gdHR0dHR1JV0FJaG9vb29vT7oKklfmZ0V6dHd3Oxj6J/8NawV9/FHSU+i7u7vz3xv3ne98p7a29oOa5WPGtt/lPnLkyNDrzNLHZgAAAFCCSnoE/pe//OX//u//fvnLX95nn32206yurq6lpWXbT4Lb2tpCCKNGjSqoWW/jxo2bPXv2tusXLFhQWVm5nc8UYpTNZvOfAFVUVFRXVyddDknKHww1NTWpVCrpWhgcvX6pU33/b+2Z0NX3p/RuNzTHTypVwB4NRE1NzTA77RcknU5XVlZWVlYmXQhJ6rmQpKqqysFQ5rq7u7u7u2tqapIuhCTlcrn8vN1UKuVg6J/8e5iKigKG1Us3wC9fvvxXv/rVPvvsM2fOnO23rK+vb2lp6Zkg2iO/pr6+vqBmve2xxx433HDDtuuPPvro2trabWfjRy2TyeSnIVRXVw+zXaNQ6XS6q6tr1KhR3p8NG/mpRiGEilSq7/+tPfdB6PtTerJ0KlVR1OOnV0cF7NFAOho1alQ5nxubm5tramp6DiTKU0dHR/5dU21t7bZTGikrbW1tHR0d5XxWJISQy+XyFylXVlY6GPon/wlIQe9kSjfAr169OpvNvvHGGyeffPJWD73yyiuf+cxnQgg333zzXnvtNW7cuPB+F7Hn70vXk8z72AwAAABKUOleAz9ixIjJ2xg/fnwIoaamJv9jflJoQ0NDCOGVV17Zagv5NXvssUf+xz42AwAAgBJUuiPwjY2NjY2NW618/vnnb7jhhunTp1933XU9K2fPnv2rX/1q4cKFnZ2dPRcotra2Ll68uKam5qijjiqoGQAAAJSg0h2B77vJkyfPmDFjw4YNc+fOzX+ZUGdn5/XXX59Op4888sieu9P1sRkAAACUoNIdgS/Ieeedd8kllzzzzDMvvvjibrvttmLFinQ6PWXKlDPOOKMfzQAAAKDUDIcR+BDC5MmTb7nllk996lM77LDDsmXLxo0bd9JJJ918881b3Q6xj80AAACg1EQ2An/YYYc98sgj7/tQfX39+eef/6Fb6GMzAAAAKCnDZASeofTkk0+mUqlUKnXeeeclXQsAAEC5EOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEoCrpAojPfvvtd8cdd4QQ9t9//6RrAQAAKBcCPAWbMmXKWWedlXQVAAAA5cUUegAAAIiAEXgA+ECtq17JLxx22GGVlZXF7q62tvbNN98sdi8AQKQEeAD4QNnudH5h7dq1Q9BdTU3NEPQCAERKgAeAD1dZW5dKpYq3/Uzn5pDLFW/7AMAwIMADwIf7+HULx+2yX/G2/+S39mhft7J42wcAhgE3sQMAAIAICPAAAAAQAQEeAAAAIiDAAwAAQATcxI6Cbdq06Y033gghTJw4cbfddku6HAAAgLJgBJ6CLVy4sLGxsbGx8cYbb0y6FgAAgHIhwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIhAVdIFEJ9Zs2YtX748hDBmzJikawEAACgXAjwFGzFixJ577pl0FQAAAOXFFHoAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIhAVdIFEJ9Vq1b9+7//ewjh4IMP/tSnPpV0OQAAAGVBgKdgy5cvv+yyy0II5557rgAPAAAwNEyhBwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACFQlXQDxqa6uHj9+fAhh5MiRSdcCAABQLgR4CvaJT3yiubk56SoAAADKiyn0AAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAU7DFixfPmTNnzpw5d911V9K1AAAAlIuqpAsgPmvXrn3ooYdCCBMnTky6FgAAgHIx0AB/yy23hBC+9a1vbb/ZO++88+CDD06YMOG0004bYI8AAABQhgYa4L/97W+HPgT4pqamb3/727vssosADwAAAP0wFNfA53K5Z599NoSwbt26IegOAAAAhp+CR+BffPHF448/fquV278WurOzc9OmTSGEyZMnF9odAAAAEPoR4DOZzPr167daue2a93XWWWcV2h0AAAAQ+hHgp06deuWVV/b8+N3vfjeE0HvN+3dTVTVz5swTTzyx0O4AAACA0I8Av8suu1x33XU9P+YDfO81AAAAwKAb6F3ozznnnEGpAwAAANiOgQb42267bVDqAAAAALZjoAG+x4oVK5YtW5bL5bbf7LjjjhusHknKpEmTvvjFL4YQDj744KRrAQAAKBeDEOCff/750047beXKlX1p/KEJn9J34IEHPvjgg0lXAQAAUF4GGuDffPPNo48+urOzc1CqAQAAAN7XQAP8tddem0/vn/vc584888xp06ZVVFQMRmEAAADA3ww0wL/wwgshhM9+9rO//vWvB6MeAAAA4H0MaLQ8l8stX748hHDWWWcNUj0AAADA+xhQgH/vvffS6XQIYcKECYNUDwAAAPA+BjSFvqampq6ubvPmzS+//PJHP/rRwaoJoExs2rSpsbFxCDpqb2/PL7zX1jYE3QEAUAwDDfBf+tKX7r777ltuueW0006rq6sbrLIAykF3d/cbb7wxlD1ms9mh7A4AgEE00DvG//CHPzzooINee+21z3zmM6+99tqg1AQAAABsZaB3of/DH/5w+ROpXMEAACAASURBVOWX//M///NTTz01Y8aMww47bJ999tl5551TqdT7tr/uuusG2CPA8DNur48dfu2C4m3/z0/e+epdZxdv+wAADIGBBvhPf/rTPcvd3d3PPPPMM888s532AjwAAAD0w0ADvOvey9Azzzzz2c9+NoTwjW984/vf/37S5QAAAJSFgQb4TZs2DUodRKSrq2vDhg0hhDa3swYAABgqA72JHQAAADAEBHgAAACIwECn0K9ataqg9tOmTRtgjwAAAFCGBhrgd99994La53K5AfYIAAAAZcgUegAAAIjAQEfgf/Ob33zQQ83NzUuXLn3wwQdXrlxZUVFx4403nnHGGQPsDgAAAMrTQAN8/vvAt+Paa6+98sorf/CDH1x88cU77bTT6aefPsAeAQAAoAwVfQp9bW3t9773veOOOy6EcMEFF3R1dRW7RwAAABh+huIa+FQq9dWvfjWEsHHjxtdee20IegQAAIBhZqBT6Pto//33zy/suOOOQ9MjxdPQ0HDDDTeEEA4++OCkawEAACgXQxTgV65cGUKoq6ubOnXq0PRI8UybNu3SSy9NugoAAIDyMhRT6DOZzE033RRC2GeffYagOwAAABh+BjoC/+tf/3o7j+Zyub/85S/333//iy++GEI45phjBtgdAAAAlKeBBvgvfOELfWw5ceLEyy67bIDdAQAAQHkaiin0dXV1J5xwwosvvlhfXz8E3QEAAMDwM9AR+DVr1nxom4kTJ1ZUDMUnBQAAADBcDTTA77TTToNSBwAAALAdBsYBAAAgAoP2PfCbN2/+5S9/+cQTT/zpT39qbm7OZDI77rjjgQceeMwxx5x++umjR48erI4AAACgDA1OgL/vvvsuvPDClpaW3iubmpreeOONhx9++Iorrpg7d+7pp58+KH0BAABAGRqEAP+jH/3oO9/5Tn65rq5u77333n333auqqt5888033nijtbW1paXlK1/5ysaNG88///yBd0fiNm3a9MYbb4QQJk6cuNtuuyVdDgAAQFkY6DXwS5cuvfjii0MI9fX1N9100zvvvPPSSy89/PDDDz744MKFC9esWfOjH/1oxx13DCFcdNFFy5YtG4SSSdrChQsbGxsbGxtvvPHGpGsBAAAoFwMdgb/11lszmUxNTc0jjzxy+OGHb/XoiBEjvvWtb330ox/95Cc/mU6n586dO3fu3AH2WCJyuVwul0u6isHUe3e2v2t9b0mk8v+tw+8gL0HD+hUexrtWXKV8VJRybQyBngPAHwjyHAZlTigYuJ533X1/ykAD/BNPPBFC+PrXv75teu8xa9asb3zjG7fddtvjjz8+wO5KRC6Xa29vb2pqSrqQoujs7Ozs7NxOg9bW1vxCR0fHcH0RCCFsdVcLimHjxo35hVwul8lkitdRd3d2y2J/Our7U7K93t8XdY96/tRls9midtTzQUR3d3eRO/prTyV7Xm1ra2tra0u6CkqCg4G8kj1fMcQymYyDoX+6urpCIW+0wsAD/F/+8pcQwqxZs7bf7PDDD7/tttveeuutAXZXIlKpVE1NzTC7tX53d3f+j3F1dfUOO+ywnZYjR47ML1RXVw+zF4G8TCbT3t4+atSoigrfNFlc3d3d+YVUKlVZWVm8jioqUlsWC+gom83mc3JFRUUqlfrQ9iGEii3Nir1HqdDTUUVRO9rST6ioKHZHf+2pNM+rmzdvrqmpqampSboQktTV1dXR0RFCqK2tdTCUuXQ6nU6n6+rqki6EJOVyuc2bN4cQKisrewICBUmn0yGEgt5gDDTA93G4vx9zA0pcVVVVbW1t0lUMpkwmkw/wFRUV29+16urq/EJlZeUwexHIS6VS7e3tNTU1xY0rhND7N6iPCbl/em+8Hx3166OcVFH3qCdXp1LFfen+1mGqyHu0RWmeV9977z3nfHreyA2/d0EUqru7O5VKOQzKXE+AdzD0W/6tRUFvtAY6vDZ16tQQwvz587ffLN9g1113HWB3AAAAUJ4GGuCPPfbYEMLPfvaz7WT4F1544e677+5pDAAAABRqoAH+ggsuqKqq6uzs/MxnPvPjH/84f2VUj46Ojp/85CcnnnhiZ2dndXW174EHAACA/hnoNfD77bffD37wg29/+9vr16+/4IILrrrqqv3222/33XcPIaxateq1117ruZH197///X322WeA3QEAAEB5GmiADyF861vfGj9+/IUXXrhx48aWlpYFCxYsWLCgd4OxY8fOnTv3K1/5ysD7AgAAgPI0CAE+hPCVr3zlpJNOeuCBBx5//PFXX321qakplUrV19fPmDHjmGOOOe2008aMGTMoHQEAAEB5GpwAH0IYM2bMOeecc8455wzWBilZhx566KJFi0IIEydOTLoWAACAcjFoAZ7yMXr06EMOOSTpKgAAAMrLQO9Cn5fJZH7xi1987Wtfu//++3uv//SnPz1nzpy77767u7t7UDoCAACA8jQII/ArV648/vjjX3/99RDC9OnTez/07rvvLlq06KGHHrr33nvvv//+adOmDbw7AAAAKEMDHYHv7OzsSe/jx4/Pf4Fcj5NOOikf2p999tnPfe5z2Wx2gN0BAABAeRpogL/zzjvz6f3yyy9fu3btl770pd6PXnHFFcuXL/+Xf/mXEMJLL73005/+dIDdAQAAQHkaaIB/8MEHQwj/8A//8K//+q9VVe8zIb+ysvLqq68++eSTQwiPPPLIALsDAACA8jTQAP/aa6+FED7/+c9vv9lJJ53U0xgAAAAo1EAD/ObNm0MIY8eO3X6z0aNHhxDeeeedAXYHAAAA5WmgAX7y5MkhhEWLFm2/Wb7BTjvtNMDuAAAAoDwNNMAfc8wxIYR77733rbfe+qA2q1ev/tnPfhZC+OQnPznA7gAAAKA8DTTAX3DBBZWVlWvWrDnuuOOeeOKJbRs8//zzJ5xwwjvvvJNKpb75zW8OsDtKwerVq++8884777zz2WefTboWAACAcvE+940vyEEHHXTttddeccUVr7322uzZsw844ICDDz541113ra2tXbVq1eLFixcuXJhv+U//9E8f+9jHBlwwyVu6dOnZZ58dQjj33HOPOOKIpMsBAAAoCwMN8CGEyy+/fNy4cRdffHFbW9uSJUuWLFmydR9VVVdeeeXVV1898L4AAACgPA10Cn3eueeeu3z58muvvXbWrFm1tbV/3XRFxYwZMy666KLXXnvtmmuuSaVSg9IXAAAAlKFBGIHP23nnna+66qqrrroqhLBp06ZMJjN27NiKisH5gAAAAADK3KAF+N7y3/oOAAAADBYj5AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACRfkaOYa3o48+OpfLJV0FAABAeTECDwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAVbvHjxnDlz5syZc9dddyVdCwAAQLmoSroA4rN27dqHHnoohDBx4sSkawEAACgXRuABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACVUkXQHzq6+tnz54dQth3332TrgUAAKBcCPAU7CMf+chjjz2WdBUAAADlxRR6AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgKdj8+fMbGhoaGhquueaapGsBAAAoF1VJF0B82tvbV6xYEUJYv3590rUAAACUCyPwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQgaqkCyA+DQ0NN9xwQwjh4IMPTroWAACAciHAU7Bp06ZdeumlSVcBAABQXkyhBwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACFQlXQDxaW9vf+edd0IIY8aMmTBhQtLlAAAAlAUj8BRs/vz5DQ0NDQ0N11xzTdK1AAAAlAsBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAK+Rg4AgGL59Kc/PZTdzZo164orrhjKHgGGkgAPAECx/Nd//ddQdlddXT2U3QEMMVPoAQAAIAJG4AEAKK6Rk/b86D//vnjbb3t3+f93w/HF2z5AiRDgAQAorlRl9aid9ire9nOZruJtHKB0CPAU7CMf+chjjz0WQthll12SrgUAAKBcCPAUrL6+fvbs2UlXAQDD0JNPPrly5coh6Oill15qa2sLIRxxxBF9fEpXV1dnZ2cIoaampqampqDustlsoRUCsC0BHgCgVPzkJz95+OGHh7LHn/3sZ0PQS8YUd4DB4C70AAAAEAEj8AAAJWfPf7ioZuxOxdv+6/Muz2W7Qwj7ffnGPj4ll8vlcrkQQiqVSqVSfXzW0l9e2r8KAdiWAA8AUHJ2+eTXR+9yQPG2/8ZDV+UDfMOnLw59S+PZbDZ/KXtFRUVFRV9ncQrwAIPIFHoAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAIuAs9BVu7du3TTz8dQmhoaJg5c2bS5QAAAJQFAZ6CLV68eM6cOSGEc889V4BnuOr5uuOiyn8hEwAA9IUAD/A+pkyZsmbNmiHrrqO9fcj6AgAgUq6BBwAAgAgYgQf4QKlUxagp+xZv+9lMpu3d/y3e9gEAGE4EeIAPVLlD3VHf/z/F2377+lVPXrh78bYPAMBwYgo9AAAARECABwAAgAhEMIV+5cqVv/nNb1599dWWlpYdd9xxt912+/znPz99+vStmrW2ts6bN++FF15obW1taGiYMWPGySefPGLEiP41AwAAgJJS6gH+2Wefvemmm7q7u0MIkyZNam5uXrNmzcKFC7/0pS+deuqpPc3efffdyy67rKmpKYQwduzYJUuWLFmy5Lnnnrv++uvHjBlTaDMAAAAoNSU9hX7jxo0/+tGPuru7P/GJT9x777133XXXvHnzvv71r4cQ5s2b96c//amn5dy5c5uamg444IB77rnnvvvuu/3223fddde33nrrnnvu6b3BPjYDAACAUlPSAf6xxx5Lp9P77LPPRRddVF9fH0KorKw86aSTPvvZz+ZyuUcffTTfbOnSpa+++mpdXd3ll18+YcKEEMKUKVOuvvrqysrKp556at26dQU1AwAAgBJU0lPoly1bFkI4+OCDKysre68/7LDDfvOb3+QfDSEsWLAghNDY2Dh69OieNjvttNP06dMXL168YMGCE088se/N+FBHH310LpdLugoAgL9qX//n/MJ///d/T506dQh6vPDCCy+99NIh6Aigt5IO8JlMZsKECfvtt99W66urq0MI+QvjQwhvv/12CGHmzJlbNZs5c+bixYtXr15dUDMAAOKSy2byCx0dHUPzpm7jxo1D0AvAVko6wF955ZXvu/6FF14IITQ0NOR/bG5uDiHkZ8X3ll+zYcOGgpr11tTU9PTTT2+7PpfLZTKZjo6Ovu5JDLLZbH6hu7t7mO0ahcpkMiGEzs7OioqSvsqmqHqmmfT8ahRD740XtaNcvzrqz4vwt9k5uaLuUdhSWy5X3JeuV4dF3qMtSvMMPCz/8JWmnvGJXDY7NIdcNpsNqVRfWub+9nvXn1+H4p5Oc3/deKqisqKmiN8ulOvOZLs6Qghl/huRyWRyuVw5vwKE//t9goOhf9LpdCjw9FjSAf59vfLKK7/+9a9DCCeffHJ+Tf6u8r0nxufV1dWFLbm97816+/Of//xv//Zv266vq6tLp9ObN28ewH6UrkwmM1x3jYK0tbUlXUKShibA9+TqXNHf2vbus4hvu7NhQO/v+65nh3K5IoecLT1li52mthxyJXsGTqfT+fcZFFVPgM8O1WdGfQ/wPXK5XD8upivy6fSv9Yza9+jD//l3xevo3UX/8ce5c0IIXV1dJfvbOmS8AuRls1kHQ/90dXWFXmf+vogpwHd2ds6bN+/hhx/OZrOnnXbajBkz8utbW1tDCNt+l/vIkSNDCC0tLQU1AwAAgBIUTYB/7rnn7r777vXr1++www7f+MY3jjvuuJ6H6urqWlpa2tvbt3pKfvxw1KhRBTXrberUqRdccMG26++9997q6ur3fUq8stls/sWpqqqqra1NuhySlL+MYsSIEeU8hT61ZTyqqC9CasvGU0XuqOJvo2upvnfUM1zW96dUhL/2lEoV0FE/9OxQKlVR3AN1S0/F3qOeIdDS/OPS1tZWXV2dvwcNRdVz496KYh9yW1RUVPR9Cn1+4D2VSqUKHLQPRT+d/q2eIp9O/7rx4fdWsCBdXV1dXV35YTDKVi6XyyepioqKbUdJ6Yv81Latbtm+fREE+NbW1ttuu+25554LIRxxxBFf+9rXJk2a1LtBfX19S0vLttM28mvy3z/X92a9TZo06atf/eq263/+859XV1cPs8M0k8nkA3xlZeUw2zUKlU6nOzo6dthhh4LOJsPM0AT43hsfmk8KCuqo5816AbX165OC/kj1fFJQ3JeuR0VFkT8p2KI0z8Dt7e1VVVWlWdsw03PiTQ3VIdf3AJ/NZnsCfD9qG5pcXezPQ3s+KSjz34j8fTHK+RUgCPCDIX/OL+isVeoBfu3atZdeemlTU9POO+980UUXbXtH+hDCuHHjwvtdxJ6/L11PMu9jMwAAAChBJT0/tq2t7ZprrmlqavroRz/6wx/+8H3Te9hyO/pXXnllq/X5NXvssUdBzQAAAKAElXSAf/zxx99+++3GxsYrrrhiO1cZzZ49O5VKLVy4sLOzs2dla2vr4sWLa2pqjjrqqIKaAQAAQAkq6QD/P//zPyGEk046Kf91RNvKN5s8efKMGTM2bNgwd+7c/C34Ozs7r7/++nQ6feSRR/Yk/z42AwAAgBJUutfAd3d3/+UvfwkhXHnlle/bYPLkyXfccUd++bzzzrvkkkueeeaZF198cbfddluxYkU6nZ4yZcoZZ5zR+yl9bMb2vf766zfffHMI4aijjjr11FOTLgcAAKAslG6AX7duXc8Y+4eaPHnyLbfc8sADDyxatGjZsmX19fWHHXbYKaecstWXW/SxGdv39ttv33nnnSGEqqoqAR4AAGBolG6A33nnnR955JG+t6+vrz///PMHqxkAAACUlJK+Bh4AAADIE+ABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiEDV/9/encdJVd15Az7V9EKzyyYgSBRxAzRsbjFmNKKTxYhGJaP5jJGMJmrGZMyomElMZvw4aBZj0BglRpNR84rRhBiXvNGJE9FXjSDIIosiO8gO3dD0VlXvH1fbHkBT1fat4lLP84/XW+ee3+nm3tP1rbtUsQdA8nTt2nX06NEhhEGDBhV7LAD7iWy6OYSQzWbffPPNApSrqqoyhwNA4gjw5G3s2LEzZ84s9igA9isN298OITQ1NQ0dOrQA5Y499tg5c+YUoBAA0I5cQg8AAAAJ4Aw8AOwzUmV9P/qp+LrPZjMb5zwVX/8AQKwEeADYV6TKOoy95vH4+s801T91cXV8/QMAsXIJPQAAACSAAA8AAAAJIMADAABAAgjwAAAAkAACPAAAACSAAA8AAAAJIMADAABAAgjw5O3FF18cMmTIkCFDvvvd7xZ7LAAAAKWivNgDIHl27dr11ltvhRA2bdpU7LEAAACUCmfgAQAAIAEEeAAAAEgAl9ADAPwN3/ve9yZPnlyAQs3NzdFCY0NDAcoBkCwCPADA39Dc3NzY2FjIitlCFgMgIQR4AIBcVXbr26GqU3z9129elc2k4+sfgEQT4AEAcjX8kp/2P/68+Pr/7ysPqt+6Nr7+AUg0D7EDAACABBDgAQAAIAEEeAAAAEgA98CTt8GDB1933XUhhBNOOKHYYwEAACgVAjx5GzJkyM0331zsUQAAAJQWl9ADAABAAgjwAAAAkAAuoQcAgJzUbVgWLfzxj3/csmVLASpOnDjxuOOOK0AhIBEEeAAAyEnD9vXRwuzZs2fPnl2AiieffLIAD7RwCT0AAAAkgDPwAACQnwNGnXvEp/85vv7XPH//qv+5N77+gYQS4AEAID+VPQ7qdfTfxdf/1sXPx9c5kFwuoQcAAIAEEOABAAAgAVxCT96am5tra2tDCFVVVZ06dSr2cAAAAEqCM/Dk7bnnnuvZs2fPnj2vueaaYo8FAACgVAjwAAAAkAACPAAAACSAAA8AAAAJIMADAABAAgjwAAAAkAC+Rg5Iku985ztz584tQKGtW7eGEDKZTAFqAW323HPP/ehHPypAoUWLFkUL9fX1BSgHAHslwANJ8sILLzz77LMFK5fNZgtWC2iDVatWPfbYY4WsmE6nC1kOAFpzCT0AAAAkgDPwQCKdeMNzVd37xtf/X/716GzW9fOQGIf8/dcHj7s8vv5n33HR9mWz4usfAHIhwAOJ1OnAIR0PGBBjgVQILp+H5Kjo2qtz/yPi67+ssmN8nQNAjgR48jZ8+PCHH344hDBkyJBijwUAAKBUCPDkrW/fvueff36xRwEAAFBaPMQOAAAAEkCABwAAgAQQ4AEAACABBHgAAABIAA+xAwCAfUtj7aZoYdasWV26dClAxVNPPbV79+4FKAR8GAI8ANDOMpnMzp07C1Covr7+naVstgDloGBqV8+PFm677bbbbrutABVnzpw5evToAhQCPgwBHgBoZ3PmzClwEqjdsaOQ5QCgKAR4AADYRx0w/Myeh3w0vv7Xv/qHHWtej69/oH0J8ABAXCq69OzU99D4+t+1aWVjzYb4+oei6zV6/BFnfjW+/ndtWSXAQ4II8ORtw4YNf/nLX0IIQ4YMGTVqVLGHA8C+q88xZ4782q/j63/+fVesePpn8fUPAPsUAZ68zZ8//4ILLgghXHHFFQI8AABAYfgeeAAAAEgAAR4AAAASQIAHAACABBDgAQAAIAEEeAAAAEgAAR4AAAASQIAHAACABBDgAQAAIAEEeAAAAEgAAR4AAAASoLzYAyB5TjnllC1btoQQqqqqij0WAPKQaW6IFhYuXDh48OA8NsxkUqlUKpXKsX1jY2O0UFdXl9cIAYAPIMCTt/Ly8gMOOKDYowAgf9ls9N/GxsaVK1cWomAmU4AqAFAiBHgAKEGpsoo4r6LKZjLNjTH2DwAlSYAHgJJTeeDh4368KPf2zc3NZWVlZWW5Pjpn7f/7P7PvuLBNQwMA3peH2AEAAEACCPAAAACQAAI8AAAAJIAADwAAAAkgwAMAAEACCPAAAACQAAI8AAAAJIDvgSdvS5cu/fnPfx5COOGEE8aPH1/s4QAAAJQEAZ68rVix4pZbbgkhXHHFFQI8AABAYbiEHgAAABJAgAcAAIAEEOABAAAgAQR4AAAASAABHgAAABJAgAcAAIAE8DVyQDu4/vrr77nnngIU2r59e7TQ3NxcgHIAALDvEOCBdlBbW7tp06ZijwIAAPZnAjzQnso7dk2VV8TXf9POrSGbja9/AADYZwnw5K1r166jR48OIQwaNKjYY2GfM/rq3/Yefnp8/f/p0p5NO7fG1z8AAOyzBHjyNnbs2JkzZxZ7FAAAAKXFU+gBAAAgAQR4AAAASAABHgAAABJAgAcAAIAEEOABAAAgAQR4AAAASAABHgAAABJAgAcAAIAEEOABAAAgAQR4AAAASAABnry98sorY8aMGTNmzM0331zssQAAAJSK8mIPgOSpra2dNWtWCOH4448v9lgAAABKhQAPAAAlqrm+NlqYO3duY2NjjlvV19c3NjZ269atDRWPP/74sjJXAUMbCfAAAFCialfOixYmTpxYmIo7d+7s1KlTYWrB/keAb6N0Ot3U1FTsUbSndDodLWQymQ/+0Zqbm3NsSUJF/8TNzc2ZTCbHTVpaZrPZbDYb18haKWShwnS+Lxdq09hi/gd6t+9sNt5f3XsF7XL5bNLSMhvzT9SyJ4RC7Qkh7p+o4IXaVqVQM0lbOo/591awQu8VLNBBVChNTU3eQO4f3pvqs1n/pm0T/d7yOsYF+LbIZrMNDQ3bt28v9kBi0dTU9ME/2s6dO6OFxsbG/fWXQAihtrY298YtF91lMpmWD4NilU6n4y307kQaa5XMu51n4y6UeS/ltKFQ7ptkWv0tj/UnyoaWQjHvcu/+5gq5bxem83wL5f6J3m6N490T3vukIOZdLlugXa7lWI19lmtVKKRSeW2S187wvwrF5r3PkQs1nca9yxVsOm3Z6Xod86mO3fvEV2bDq4837dwSQqipqRH29jPpdFooaJvoWGg5P5oLAb4tUqlUx44de/ToUeyBtKd0Oh0FtsrKyg++rqlLly7RQmVl5X72SyDS1NS0c+fObt265X6LWmVlZbRQVlbWoUOH2Ib2ng4dOsRbKPXOW5pYq5S923kq7kJlLe/OU7kXymQyUWjJfZOyd2NAKpVHoTZIhZZCMe9y7/7mCrlvx9d5tlXneRVKp9NlZWWpnGNe69kj3j2hYLtcqkC7XMuvOPZZrlWhHAN8NpuNcnJeO8P/KhSbll2uYNNpKp/ptC2FCrVvt+x0H/nctw486mM5bhPtDHkN7Pl/Gx0F+O7du7uEfv+QzWaj3N6hQ4euXbsWeziJFJ0DKy/PI5UL8G1UVlaW1y86QVKp1Af/aC2T9X78Syhx0fuzvN47vvfOKZVqw7u6NihkocJ0vi8XatPYYv4HerfvVCreX917Be1y+WzyXtyN+ScKrfouzD/Q/lcolUrlHuD/11ZtKBSbgk2nrfe5Au0Jcc9y702necxy0c7QtoGVl5d7A7l/aJkT/mZ84P1E77rzOpQ8ARIAAAASQIAHAACABBDgAQAAIAHcq0DeDjrooMsuuyyE8LGP5fqkEwAAAD4kAZ68lkVuuQAAIABJREFUHXHEEXfffXexRwEAAFBaXEIPAAAACSDAAwAAQAII8AAAAJAAAjwAAAAkgAAPAAAACSDAAwAAQAII8AAAAJAAAjwAAAAkgAAPAAAACSDAAwAAQAII8OTtz3/+cyqVSqVSV155ZbHHAgAAUCrKiz0AIEaPPfbYlClT8t0qk8mk0+ny8vJUKpXjJosXL44WGuob8i0HAADkQoCH/dmqVav++7//u5AV0+l0IcsBAEDpcAk9AAAAJIAz8FASDj//PwZ94pIcG2ez2XQ63aFDh9wvoX/5P8ftWLuoraMDAAD+NgEeSkJFpx4dew7MsXEbAnyqQ0VbhwYAAOTEJfQAAACQAAI8AAAAJIAADwAAAAkgwAMAAEACCPAAAACQAJ5CT96GDx/+8MMPhxCGDBlS7LEAAACUCgGevPXt2/f8888v9igAAABKi0voAQAAIAEEeAAAAEgAAR4AAAASQIAHAACABBDgAQAAIAEEeAAAAEgAAR4AAAASQIAHAACABBDgAQAAIAHKiz0AkmfLli2vvvpqCGHgwIFHHnlksYcDAABQEpyBJ29z5swZN27cuHHjbr/99mKPBQAAoFQI8AAAAJAAAjwAAAAkgAAPAAAACSDAAwAAQAII8AAAAJAAAjwAAAAkgAAPAAAACSDAAwAAQAKUF3sAAADAfi6bbooWli1bVl1dHXe5ioqKQYMGxV0FCk+ABwAA4lW3fmm0MHz48AKUGzx48PLlywtQCApMgCdvJ5544tKlS0MI3bp1K/ZYAAAASoUAT96qq6sPPfTQYo8CAIDk6X3MGamyDvH1v+m1/5vNZuLrH4pLgAcAAApk1Dd+W9Gxc3z9P3Vxx2xTQ3z9Q3F5Cj0AAAAkgAAPAAAACSDAAwAAQAII8AAAAJAAAjwAAAAkgAAPAAAACSDAAwAAQAII8AAAAJAA5cUeAMmzYsWKhx56KIQwcuTIM844o9jDAQAAKAkCPHlbunTppEmTQghXXHGFAN82NTU18+fPL0Cht956K1pIp9MFKAcAAMRHgIcimDlz5ic/+clCVqyrqytkOQAAoN25Bx4AAAASwBl4KKYuA448YOiJ8fW/+fX/qdu4LL7+AQCAghHgoZh6HX3q8Il3xtf/7CkTBHgAANg/uIQeAAAAEkCABwAAgAQQ4AEAACABBHgAAABIAAEeAAAAEsBT6MlbdXX1oYceGkLo3bt3sccCAABQKgR48nbiiScuXbq02KMAAAAoLS6hBwAAgAQQ4AEAACABBHgAAABIAAEeAAAAEkCABwAAgAQQ4AEAACABBHgAAABIAAEeAAAAEkCABwAAgAQQ4AEAACABBHjyNmfOnHHjxo0bN27KlCnFHgsAAECpKC/2AEieLVu2PPPMMyGEww8/vNhjAQAAKBXOwAMAAEACCPAAAACQAAI8AAAAJIAADwAAAAkgwAMAAEACCPAAAACQAAI8AAAAJIDvgQcAAPYTmebGEMLq1asHDRpUgHKnnnrqf/3XfxWgEEQEeAAAYH+RzYYQ0un06tWrC1Bt48aNBagCLQR48ta3b9/zzz8/hDBy5MhijwUAAPaU6lBVHWP32Wy6cVeM/cP7EODJ2/Dhwx9++OFijyIWmUxm/fr1BSi0efPmaCGbzRagHABASSnv3v/Mn62Jr/+6jcue/fqh8fUP70eAh/ds2LBhwIABhay4c+fOQpYDAACSy1PoAQAAIAGcgYe9qOjUo9tHPhpf/7s2r65b/2Z8/QMAAPsfAR72otvgY0/49rPx9b/syVtff+Cb8fUPAADsf1xCDwAAAAkgwAMAAEACCPAAAACQAAI8AAAAJIAADwAAAAkgwAMAAEACCPDk7c9//nMqlUqlUldeeWWxxwIAAFAqBHgAAABIAAEeAAAAEqC82AOAnMybN6+5uTnuKps3b44WMplM3LUAAADyIsCTDKeccsq2bdsKVq6+oaFgtQAAAHLhEnoAAABIAGfgSZKyiqp+Y86Jr//mum0bXvtjfP0DALAfaNqxJVqYM2fOBRdcUICKn/3sZ//xH/+xAIXYxwnwJEl5dfeR//x/4uu/duVcAR4AgA+WbtgZLbz99tu/+c1vClBx4MCBAjzBJfQAAACQCCV3Br6mpmbatGkvv/xyTU3NkCFDRowYcc4551RXVxd7XAAAQMJUHzxqzBX3xdf/1sXPz7/vyvj6J3FKK8CvX79+0qRJ0VeFde/efcGCBQsWLHjhhRcmT57crVu3Yo8OAABIkrLKLt0OPia+/jfMeTJa+MUvfvG73/0uvkItbr755gkTJhSgEG1TWgF+ypQpmzdvHjZs2De/+c3evXuvXbv2pptuWrVq1b333vuNb3yj2KNLjCOPPPLuu+8OIRx99NHFHgsAAOy3Mk3vfLdxTU1NTU1NASrW1tYWoAptVkIBftGiRfPmzevSpcu3vvWtrl27hhAGDBhwww03fPWrX3322WcvuuiiPn36FHuMyTBgwIDLLrus2KMAAIBSkSrrkCrrEF//2Uw6m0nH1z/tpYQC/EsvvRRCGDNmTJTeIwceeOBRRx01f/78l1566ayzzire6AAAAPau98kTj/vq1Pj6f+vxHy789TXx9U97KaGn0K9ZsyaEMGrUqN3WR2vWrl1bhDEBAABAbkroDPyWLVtCCL17995tfbRm69atRRgTAABAsW1fNita+Pd///fbb789x62am5tDCKlUqkOHXC/vX79+/fbt20MIgwYNKsx3gc2YMWN/emB5CQX46OHzra+fj3Tp0iW8G+93s3bt2kcffXTP9ZlMprGxcefOnTEMs92sW7duypQpubfPZrPpdDrkeQSGEHr27LnX31772rVrVwghXb/j9fuvjq9K445N0ULTlpWxFtq+/J0pcueKmTEXmhMtbJ331Ou7NuW4VTaEkM2mUqncCzVsWxctrJtx744l/5PHEPOUbtwVLbz5uxsrq3c/nNtRNpuN6sX6D9Rc/87TaJq2r4u1UM2qedHCrtWv5V7onV9CCLnvDNveeuWdhQV/ev3+GJ+CU795VbTw9gv371r2cnyF0vU7ooVlf7ilqssB8RXKZjIhhGwmHeuekGlujBbStRvzKpTNZvPYD0LYsXZRtLBr3eux/kRbl/y/aKFm0bOxFtq1YXm0sOHlhxrXvBZfoeZd70wLK566dUP3vvEVarnZdcED38zxXzb66xBCPpPCu9I7t8T6D1S3cVm00LB+SayFtiyeES3Uvvl8rIV2vv1GtLDplUfSG5bEV6hpxzvv4lY9fcfmmXt537tXbXirkEk3RQuLH5pU1qEinzG2Raa+JtZ/oPqta6KFxk1L453l3nwxWtix9KVYC21b+tdoYfXq1atXr46vUIs33nijAFVCCDU1NXmlm0JqbGwMIWQymdw3SbW8P9vvnXvuuc3Nzffcc0/fvv/rz+Hrr78+adKkfv36TZ26+10ls2fPvvTSS/fsqkuXLuecc85FF10U43A/tHnz5p122mkFKDR27NhXXnmlAIUAAADysmTJkgMOiPEj+A+jqanprLPOuu66684///wcNymhe+CjM+3RidzW6urqQgidO3cuwpgAAAAgNyV0CX3Pnj23bdu2Y8eO3dZHa3r27LnnJocddtidd9655/pJkyZVVVV17949jnG2l2OOOWb69Om5t89kMvX19SGEDh06VFVV5b5hZWVldO1HrObMmdOvX79+/frFWqWpqem1114LIXTr1u3www+Pr1Btbe3ixYtDCH379j344IPjK7Rx48YVK1aEEAYPHpz7FyVGO0N1dXXul8atXLlyw4YNIYQjjjhizxtV2tGSJUuiL0H96Ec/Wl4e4ww2d+7cxsbG8vLyj370o/FVSafTs2fPDiF06dLlyCOPjK/Qzp07Fy5cGELo06fP4MGDc9yqvr4+uqarU6dOOW6yadOm5cuXhxAGDRp04IEHtmWsuVm9evXbb78dQhg6dGiss/Ebb7wR3ao3YsSIvObGfM2bN6+hoaGsrGzPh622o2w2O2vWrBBC586djzrqqNw33LVrV0VFRe4HXV1d3euvvx5C6NWr1yGHHNKGoeZoy5Ytb731Vghh4MCBsf6NWLt2bfS828MOO6xHjx7xFVq6dGn0XJ7hw4d37NgxvkILFiyIzmqMGTMmx02am5ujv/iVlZW57wwzZ84MIVRXVw8bNqxNI81JfX39/PnzQwgHHHDAkCFD4iu0devWpUuXhhAGDBgwYMCA+AqtW7cuegDzkCFDYj15uGzZsug+02HDhuV+Q3Jzc3NTU1NeNzAvXLgwuv909OjR+d+EkYdXX301k8lUVVWNGDEiviqNjY1z584NIfTo0eOwww6Lr1BNTc2SJUtCCP369Rs4cGB8hdavX79q1aoQwiGHHNKrV68ct4pOhZaVleU+X61YsWLjxo0hhCOPPDI6wxq3gw46qKIi9rs22iaaVPN6T1tCAT76c7vn3drRn8m9BviuXbsed9xxe+2tQ4cO++x+EOnVq9fZZ5+de/vm5uZt27aFEKqqqmINYG2T18/yYZx33nmFKbQva2xsrKmpOeCAA/bZ+4UKoGC73LnnnluYQm2wbdu26OE0vXr1ivXNFqGAu9z48ePbsNWWLVs6duyY+0c57PvasMvV19dHpz06d+6ce3Ir2L49YcKEwhQihFBXV1dfX7/X98/vp2B7QsEK5X7N8/4qm81Gn/6Ul5fH+snmfiy6nz2vd1kldAl99HFsdH61tWhNrOcHAAAA4EMqoQB/+umnp1KpV155paGhoWVlTU3N/PnzKysrP/GJTxRxbMlSW1s7a9asWbNmrVy5sthjAQAAKBUlFOD79+8/YsSIrVu3TpkyJfq+tIaGhsmTJzc2Np5yyikeYpe7V155ZcyYMWPGjLnllluKPRYAAIBSUUL3wIcQrrzyymuvvXbGjBmzZs06+OCD33rrrcbGxgEDBlxyySXFHhoAAAB8kBI6Ax9C6N+//09+8pMzzjijY8eOb775Zo8ePcaPH3/rrbfug89sAwAAgNZK6wx8CKFnz55f+9rXij0KAAAAyE9pnYEHAACAhBLgAQAAIAEEeAAAAEgAAR4AAAASQIAHAACABBDgAQAAIAEEeAAAAEiAkvseeD68sWPHzpw5M4TQp0+fYo8FAACgVAjw5K1r166jR48u9igAAABKi0voAQAAIAEEeAAAAEgAAR4AAAASQIAHAACABBDgAQAAIAEEeAAAAEgAAR4AAAASQIAHAACABBDgAQAAIAHKiz0AkmfFihUPPfRQCGHkyJFnnHFGsYcDAABQEgR48rZ06dJJkyaFEK644goBHgAAoDBcQg8AAAAJIMADAABAAgjwAAAAkAACPAAAACSAAA8AAAAJIMADAABAAgjwAAAAkAACPAAAACRAebEHkFRz5sz51a9+VexRtKdMJrNr164QQnl5eVVV1Qe0XLp0ab9+/UII69at289+CUTS6XR9fX11dXVZmc/4StquXbsymUwIoVOnTqlUqtjDoZjq6uoqKioqKiqKPRCKqbm5uaGhIYRQWVlpZyhxTU1NTU1NnTp1KvZAKKZsNltXVxdCKCsrq66uLvZwEimdTue7iQDfFl27dl24cOHChQuLPZB2Fr1TDyF8cGxrbm7u379/EOD3a9lsVmAjxzmBUpDNZkMIpoUS1zInBNNCyTMnEPFW4cPr1q1bZWVl7u1T0eEHixcvvuiii0IIZ5555k033VTs4QDF98UvfnHRokUhhOeff75jx47FHg5QZA8//PD3v//9EMI111wzYcKEYg8HKLKGhoaPfexjIYQjjjjiwQcfLPZwSoVPSgAAACABBHgAAABIAAEeAAAAEkCABwAAgAQQ4AEAACABBHgAAABIAF8jxzvq6urmz58fQujVq9eQIUOKPRyg+ObPn19XVxdCGDNmjO93BTZs2LB8+fIQwuDBgw888MBiDwcoskwmM3PmzBBCp06dhg8fXuzhlAoBHgAAABLAGRUAAABIAAEeAAAAEkCABwAAgAQQ4AEAACAByos9APYJNTU106ZNe/nll2tqaoYMGTJixIhzzjmnurq62OMC8vbnP//5rrvumjJlSr9+/fZ8NceDvSjNgPa1fPny6dOnz5s3b9u2bb169Tr44IM///nPH3XUUbs1My1AiXj11Vf/8Ic/rF69evv27f379z/iiCMmTJjQq1ev3ZqZE/ZxnkJPWL9+/aRJkzZv3hxC6N69+/bt20MIgwYNmjx5crdu3Yo9OiA/119//YIFC6ZOnbpngM/xYC9KM6B9Pf/88z/60Y/S6XQIoW/fvtu2bWtsbEylUhMmTLjwwgtbmpkWoET88pe//O1vfxtCKC8v792798aNG9PpdMeOHf/jP/7jyCOPbGlmTtj3uYSeMGXKlM2bNw8bNuzee++9//7777rrrkGDBq1ateree+8t9tCAPNTV1d17770LFix4vwY5HuxFaQa0o+3bt992223pdPrjH//4L3/5y3vuuWfatGkTJ04MIUybNm3u3LktLU0LUAqWLFnyu9/9rmPHjpMmTZo2bdrUqVMfeOCBk08+ub6+/sc//nH0SV/EnLDvE+BL3aJFi+bNm9elS5dvfetbvXv3DiEMGDDghhtu6NChw7PPPrtx48ZiDxD425555plrr7324osvnj59+vu1yfFgL0ozoH09/fTTjY2Nhx9++NVXX92zZ88QQocOHcaPH3/22Wdns9nHH388amZagBLx9NNPZ7PZs88++6STTqqoqAghdO7c+aqrrurUqdO6detWr14dNTMnJIIAX+peeumlEMKYMWO6du3asvLAAw886qijstls9Cqwj1u+fPnatWurqqq6deuWSqX22ibHg70ozYD29eabb4YQRo4c2aFDh9brTzrppJZXg2kBSsbKlStDCEOHDm29smPHjgMHDgwhtAR4c0IiCPClbs2aNSGEUaNG7bY+WrN27doijAnI0z/90z898K7Wf/9ay/FgL0ozoH01Nzf37t279X2tkejMW8vlsqYFKBGf//znr7nmmmHDhrVemc1m161bF0Lo0aNHtMackAieQl/qtmzZEkKIrldpLVqzdevWIowJiEGOB3tRmgHt69vf/vZe17/88sshhCFDhkT/a1qAEnHcccfttqa2tvb++++vra0dPHjw0UcfHa00JySCAF/qouc97nnKrkuXLuHdIwrYD+R4sBelGVAAr7322qOPPhpCOOecc6I1pgUoQTfddNPcuXN37doVQhg5cuRVV13VcvOdOSERBPhSV1NTE0LY81sWO3XqFELYtm1bEcYExCDHg70ozYBYNTQ0TJs27be//W0mk7noootGjBgRrTctQAmqr6+vqKiIAvy2bdtWr17d8lXw5oREcA98qYs+3IqO4dbq6upCCJ07dy7CmIAY5HiwF6UZEJ8XXnjh8ssvf+SRRyorK6+88soJEya0vGRagBJ04403PvDAA9OmTfvSl760fPny733vewsXLoxeMickggBf6qJvl9mxY8du66M10avAfiDHg70ozYA41NTU3HLLLbfccsumTZtOPvnkO+6448wzz2zdwLQAJau6uvrcc8/99Kc/nU6nH3vssWilOSERXEJf6qLHTu55e0n0xAjHDOw3cjzYi9IMaHcbNmy47rrrNm/e3K9fv6uvvnrPJ9IH0wKUhtra2nnz5lVXV48cOXK3l4455pgnnnii5Unv5oREcAa+1EWPon3ttdd2Wx+tOeSQQ4owJiAGOR7sRWkGtK+6urrvfve7mzdvPu6443784x/vNb0H0wKUhl27dt18882TJ0/OZrO7vdTQ0BBC6NatW/S/5oREEOBL3emnn55KpV555ZXoAI7U1NTMnz+/srLyE5/4RBHHBrSjHA/2ojQD2tczzzyzZs2aMWPG/Nu//dsH3EFqWoBS0KdPn27dutXX1+8Zkl955ZUQwqGHHhr9rzkhEQT4Ute/f/8RI0Zs3bp1ypQp6XQ6hNDQ0DB58uTGxsZTTjnFcyNgv5HjwV6UZkD7+tOf/hRCGD9+fDabzexN1My0AKUglUpFz7+44447FixYEK1sbGx88MEHZ8yY0bFjx0996lPRSnNCIqT2vJSCUrNu3bprr712+/btnTp1Ovjgg996663GxsYBAwb84Ac/2PMrGYF93Be/+MWampqpU6f269dvt5dyPNiL0gxoL+l0+vOf/3xLSt9T//7977777mjZtACloKmp6Tvf+c7rr78eQujUqVPXrl03btyYyWSqqqquuuqqj3/84y0tzQn7PgGeEELYsmXLr3/965kzZ9bU1PTs2fOkk076whe+EH37IpAsHxDgQ84He1GaAe3i7bffvuyyyz6gQesAH0wLUBrS6fSTTz75l7/8Ze3atc3NzQcddNBhhx12wQUX9OnTZ7eW5oR9nAAPAAAACeAeeAAAAEgAAR4AAAASQIAHAACABBDgAQAAIAEEeAAAAEgAAR4AAAASQIAHAACABBDgAQAAIAEEeAAAAEgAAR4AAAASQIAHAACABBDgAYBC+OlPf5pKpVKpVDqdjqP/dDod9f+jH/2oZeXvf//7aOWKFSviKAoAhSTAAwAAQAII8AAAAJAAAjwAAAAkgAAPAAAACSDAAwAAQAII8ACQSDt37vzBD35w0kkn9e7du2vXrscee+zll1++ePHivTbevn37jTfe+Hd/93cDBw7s3Lnz8OHDzzvvvBdeeOHDN26b9evXX3311UOHDq2uru7du/cpp5zys5/9rLm5ebc20QPkH3300T17+JCPl6+trT3++ONTqVRFRcX06dPb+GMAQGGVF3sAAEDeXnvttbPOOmvVqlUta+bOnTt37ty77777P//zPydNmtS68QsvvHDWWWdt3bq1Zc2CBQsWLFjw6KOPXn311a2/dC3fxm0ze/bsz3zmMxs2bIj+t76+fsaMGTNmzPj5z3/+1FNPHXjggR++xAerq6v7zGc+89e//rWsrOz+++8fP3583BUBoF0I8ACQMCtXrjz11FOjjD1hwoTTTjutR48eM2fOnDp16vbt26+//vpUKnXddddFjd9+++1zzz1369atnTt3/vKXv3ziiSd26tTp9ddfv+OOO9asWXPrrbeedtppn/nMZ9rQuM3Gjx+/YcOG448//qyzzjr44INnzpw5bdq09evXR8H+pZdeKi+P8f1JQ0PD+PHjZ8yYkUql7r333i984Qvx1QKAdpYFABLl05/+dAihvLx8+vTprdcvW7bsiCOOCCFUV1evWLEiWvmLX/wi+ov/9NNPt268dOnSysrKEMLEiRNbVubVOF933HFHy9uPyy+/vLm5ueWl1atXjxo1KnrpzjvvjFa+/fbb0ZpHHnlkz95arntfvnx5tKblCvwf/vCH79essbHxs5/9bLTmrrvuavPPAgBF4R54AEiSRYsWPfnkkyGEr3/962effXbrlz7ykY/ceeedIYRdu3ZNnTo1WjlnzpwQQmVl5Sc/+cnWjQ899NBrr732S1/60iGHHNKyMq/GbTZ06NDbb7+9Q4cOLWsOOuighx56KFrTMvJ2l06nL7zwwscffzyEcNttt33lK1+JqRAAxMQl9ACQJI899li08I1vfGPPV0877bShQ4e+8cYbLc+c69evXwihsbHx7rvvvuyyy8rK3vvs/sYbb9xt87wat9nVV1/dOr1Hhg4det55502bNm3+/PnNzc3tfhV9Op2+5JJLHnnkkRDCF7/4xa9//evt2z8AFIAz8ACQJH/9619DCAcddNDAgQP32uDoo48OISxcuDD63/PPP79z584hhMsvv/yQQw654YYbXnjhhYaGhr1um1fjNhszZsxe15900kkhhObm5pUrV7ZvxRDCVVdddf/990fLTzzxxMaNG9u9BADETYAHgCSJ7gxfs2ZN6n38/ve/DyHs2LEjaj906NDp06cPGTIkhLBy5cobb7zx5JNP7t69+7hx4+66666amprWnefVuM3e7zr8Qw89NFp4880326VQa0888URZWdmECRNCCFu3bt3tQf0AkAgCPAAkyc6dO3NslslkouXTTz89+h64L33pS9FF8g0NDc8888zll19+1FFHPfvss603zKtx+6qoqIgWstlsu3cePXP+17/+9dixY0MI991330svvdTuVQAgVgI8ACRJjx49Qggnnnji335Qbas72Kuqqs4999z77rtv3bp1S5Ysueuuu0aPHh1CWLt27QUXXLB58+bWJfJq3AbLly/f6/o33ngjWujTp8/f7GTLli15Fb399tsvvvjisrKyn/70p2VlZdls9oorrmj5jAMAEkGAB4AkGTp0aAjhrbfeer/T1Ol0Op1Ot0TTFStWrFixonXcHTp06Fe+8pWZM2f+5Cc/CSFs2rTpueeea0PjNps1a9Ze17/88sshhKqqqmHDhrVev9efdNGiRXkVbfn2uLFjx375y18OIcyePfuuu+7KqxMAKC4BHgCS5PTTTw8hrF+/vuVx9K1t2rTpgAMOKC8vv+GGG6I1H/vYxz7ykY9cfPHFezY+44wzooVt27a1oXGb3XrrrXue+n7zzTcfeuihEMJpp51WVVXV+qXVq1fv1rihoeE3v/lNmwcwefLknj17hhC+/e1ve5odAAkiwANAkpxzzjkHHXRQCOHyyy9fvHhx65caGxsnTpxYW1ubSqUuueSSaOWoUaNCCM8888z8+fN36+pXv/pVtHDCCSe0oXGbLV68+F/+5V9aZ/h169ZdeOGFzc3NIYSrrroqWtmnT58uXbqEEB544IHopUg2m/3Od76zbNmyNg+gV69eN910U/A0OwCSxvfAA0CSVFRUTJ069bOf/ey6detGjhx5/vnnn3jiiYMGDXrjjTfuvvvu6MLy66+/PnqSfAjh0ksv/cMf/lBfXz9mzJjLLrts7Nixffr0WbNmzaOPPvrUU0+FEMaNG3fkkUe2ofGHMWXKlFdfffVzn/vcoEGDZs7PT3LQAAACYElEQVSc+eCDD0ZP158wYcLf//3fR23KyspOOeWUJ598ctasWaeddtq//uu/Dh48eOHChb/61a/++Mc/lpWVfZg72C+77LJ77rln1qxZ991336WXXvrhP5UAgEL4m4/AAQD2NQ8++GB1dfWef9bLysr++Z//ebfG1113XSqV2uvbgBNOOGHbtm1tbpyXO+64I4QwevTo733ve+XlezmF8LnPfW7Xrl2tN1m5cuX7PdDu+9//frSwfPnyqHHLWfof/vCHLT1Mnz59t2YtXnrppegnHTlyZDqdbvPPBQAF4xJ6AEieCy+8cMmSJddcc82IESO6devWtWvXUaNGXXLJJXPnzp0yZcpujW+++eZZs2ZddNFFI0eO7NmzZ5cuXUaMGHHOOec88cQTL774Yvfu3dvcuA0qKiq++93vvvjiixdeeOGgQYMqKyv79u37qU996je/+c3vf//7jh07tm48aNCghQsXfvOb3zz22GM7d+4crezevfsvf/nLiRMnfsiRHH/88VEnnmYHQFKksjF81SoAQLtbtWrV5s2bhw0b1vKN8QBQUgR4AAAASACX0AMAAEACeAo9AJCfxx9/fLdvsPubqqqqvva1r8U0HgAoES6hBwDy8w//8A8PPfRQXpv06NFj69atMY0HAEqEAA8AAAAJ4B54AAAASAABHgAAABJAgAcAAIAEEOABAAAgAQR4AAAASAABHgAAABJAgAcAAIAEEOABAAAgAQR4AAAASAABHgAAABJAgAcAAIAEEOABAAAgAQR4AAAASAABHgAAABJAgAcAAIAEEOABAAAgAf4/rdvMPLMKxIEAAAAASUVORK5CYII=" 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" width="672" /></p>
<p>Some ESS-to-TSS ratios below 0.5 but effective and tail samples sizes are sufficient. The minimum bulk effective sample size is 1720.4250543. The minimum tail effective sample size 1699.3821886. All have an effective sample size of at least 400 which is the minimum sufficient for a stable estimate of Monte Carlo standard error per Vehtari et al. (2020).</p>
</div>
<div id="mc-standard-error-to-posterior-standard-deviation-2" class="section level2">
<h2>MC Standard Error to Posterior Standard Deviation</h2>
<p><img 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width="672" /></p>
</div>
</div>
<div id="diagnostics-for-naive-hierarchical-model-with-partisan-and-apointee-variables" class="section level1">
<h1>Diagnostics for Naive Hierarchical Model with Partisan and Apointee Variables</h1>
<div id="r-hat-3" class="section level2">
<h2>R-hat</h2>
<p><img 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" width="672" /></p>
<p>All R-hats are below 1.05.</p>
</div>
<div id="effective-sample-size-to-total-sample-size-3" class="section level2">
<h2>Effective Sample Size to Total Sample Size</h2>
<p><img 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" width="672" /></p>
</div>
<div id="bulk-and-tail-ess-3" class="section level2">
<h2>Bulk and Tail ESS</h2>
<p><img src="data:image/png;base64,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" 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" width="672" /></p>
<p>Some ESS-to-TSS ratios below 0.5 but effective and tail samples sizes are sufficient. The minimum bulk effective sample size is 1437.6478117. The minimum tail effective sample size 1294.8187193. All have an effective sample size of at least 400 which is the minimum sufficient for a stable estimate of Monte Carlo standard error per Vehtari et al. (2020).</p>
</div>
<div id="mc-standard-error-to-posterior-standard-deviation-3" class="section level2">
<h2>MC Standard Error to Posterior Standard Deviation</h2>
<p><img 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width="672" /></p>
</div>
</div>
<div id="diagnostics-for-naive-hierarchical-model-with-seperate-partisan-ratings-dept.-hieararhcy" class="section level1">
<h1>Diagnostics for Naive Hierarchical Model with seperate partisan ratings (Dept. Hieararhcy)</h1>
<div id="r-hat-4" class="section level2">
<h2>R-hat</h2>
<p><img 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" width="672" /></p>
<p>All R-hats are below 1.05.</p>
</div>
<div id="effective-sample-size-to-total-sample-size-4" class="section level2">
<h2>Effective Sample Size to Total Sample Size</h2>
<p><img 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" width="672" /></p>
</div>
<div id="bulk-and-tail-ess-4" class="section level2">
<h2>Bulk and Tail ESS</h2>
<p><img src="data:image/png;base64,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" 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" width="672" /></p>
<p>Some ESS-to-TSS ratios below 0.5 but effective and tail samples sizes are sufficient. The minimum bulk effective sample size is 1172.3279135. The minimum tail effective sample size 1600.809584. All have an effective sample size of at least 400 which is the minimum sufficient for a stable estimate of Monte Carlo standard error per Vehtari et al. (2020).</p>
</div>
<div id="mc-standard-error-to-posterior-standard-deviation-4" class="section level2">
<h2>MC Standard Error to Posterior Standard Deviation</h2>
<p><img 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h4AAAACCHgAAAAIIOABAAAggIAHAACAAAIeAAAAAgh4AAAACCDgAQAAIICABwAAgAACHgAAAAIIeAAAAAgg4AEAACCAgAcAAIAAAh4AAAACCHgAAAAIIOABAAAggIAHAACAAAIeAAAAAgh4AAAACCDgAQAAIICABwAAgAACHgAAAAIIeAAAAAgg4AEAACCAgAcAAIAAAh4AAAACCHgAAAAIIOABAAAggIAHAACAAAIeAAAAAgh4AAAACCDgAQAAIICABwAAgAACHgAAAAIIeAAAAAgg4AEAACCAgAcAAIAAAh4AAAACCHgAAAAIIOABAAAggIAHAACAAAIeAAAAAgh4AAAACCDgAQAAIICABwAAgAACHgAAAAIIeAAAAAgg4AEAACCAgAcAAIAA7c1eALKNlLFSygsvvNDT01N/+saNGz/3uc/VnwsAANQn4GESjI6O9vb21p87MDBQfygAANAUAh4mQVspF1V8QcpwGTtXxqqNAwAApgMBD5PgktL+v8rSauP+uQzcX5rwhD8AANBELmIHAAAAAQQ8AAAABBDwAAAAEEDAAwAAQAABDwAAAAEEPAAAAAQQ8AAAABBAwAMAAEAAAQ8AAAABBDwAAAAEEPAAAAAQQMADAABAAAEPAAAAAQQ8AAAABBDwAAAAEEDAAwAAQAABDwAAAAEEPAAAAAQQ8AAAABBAwAMAAEAAAQ8AAAABBDwAAAAEEPAAAAAQQMADAABAAAEPAAAAAQQ8AAAABBDwAAAAEEDAAwAAQAABDwAAAAEEPAAAAAQQ8AAAABBAwAMAAEAAAQ8AAAABBDwAAAAEEPAAAAAQQMADAABAAAEPAAAAAQQ8AAAABBDwAAAAEEDAAwAAQAABDwAAAAEEPAAAAAQQ8AAAABBAwAMAAEAAAQ8AAAABBDwAAAAEEPAAAAAQQMADAABAAAEPAAAAAQQ8AAAABBDwAAAAEEDAAwAAQAABDwAAAAEEPAAAAAQQ8AAAABBAwAMAAEAAAQ8AAAABBDwAAAAEEPAAAAAQQMADAABAAAEPAAAAAQQ8AAAABBDwAAAAEEDAAwAAQAABDwAAAAEEPAAAAAQQ8AAAABBAwAMAAEAAAQ8AAAABBDwAAAAEEPAAAAAQQMADAABAAAEPAAAAAQQ8AAAABBDwAAAAEEDAAwAAQAABDwAAAAEEPAAAAAQQ8AAAABBAwAMAAEAAAQ8AAAABBDwAAAAEEPAAAAAQQMADAABAgPZmLwC8aX1ldPzgySeffOihh+ovcPvtt8+fP7/+XAAAaGUCHvK8VIbHD7Zt27Zt27b6C7zvfe8T8AAAUJlT6AEAACCAZ+Ah2L8q864pHdXG/VM5c7CMVBsHAAD8PQEPwdaUjv9QLq42bncZFPAAANAsTqEHAACAAAIeAAAAAgh4AAAACCDgAQAAIICABwAAgAACHgAAAAIIeAAAAAgg4AEAACCAgAcAAIAAAh4AAAACCHgAAAAIIOABAAAggIAHAACAAAIeAAAAAgh4AAAACCDgAQAAIICABwAAgAACHgAAAAIIeAAAAAgg4AEAACCAgAcAAIAAAh4AAAACCHgAAAAIIOABAAAggIAHAACAAAIeAAAAAgh4AAAACCDgAQAAIICABwAAgAACHgAAAAIIeAAAAAgg4AEAACCAgAcAAIAAAh4AAAACCHgAAAAIIOABAAAggIAHAACAAAIeAAAAAgh4AAAACCDgAQAAIICABwAAgAACHgAAAAIIeAAAAAgg4AEAACCAgAcAAIAAAh4AAAACCHgAAAAIIOABAAAggIAHAACAAAIeAAAAAgh4AAAACCDgAQAAIICABwAAgAACHgAAAAIIeAAAAAgg4AEAACBAe7MXqKq/v/+WW26pP/fgwYP1hwIAADCTtFbADw8P/+53v2v2FgAAAPCmtVbAAxeirzTGDzZt2rRw4cLK06+44orbb7+98lAAAJg+WjTgV5W595RLqo37n6X3iXKu2jiYIr0TAf/FL36x/vSbb75ZwAMA0MpaNOBnlbaLKl7Ab3ZpqzYLAACAGalFAx64EB8rC7tq/QnsTBn9XjlZZxYAAExnAh540zaU+T1ldp1Zx0pDwAMAQPE+8AAAABBBwAMAAEAAAQ8AAAABBDwAAAAEEPAAAAAQQMADAABAAAEPAAAAAQQ8AAAABBDwAAAAEEDAAwAAQAABDwAAAAEEPAAAAAQQ8AAAABBAwAMAAEAAAQ8AAAABBDwAAAAEEPAAAAAQQMADAABAAAEPAAAAAQQ8AAAABBDwAAAAEEDAAwAAQAABDwAAAAEEPAAAAAQQ8AAAABBAwAMAAEAAAQ8AAAABBDwAAAAEEPAAAAAQQMADAABAAAEPAAAAAQQ8AAAABBDwAAAAEEDAAwAAQAABDwAAAAEEPAAAAAQQ8AAAABBAwAMAAEAAAQ8AAAAB2pu9AMA/MjpxcPr06T179tRfYPny5d3d3fXnAgDAqwh4YFrrK43xgx07dqxbt67+Alu2bPnoRz9afy4AALyKU+gBAAAggGfggQzdZdaa0lFt3P4ysr8MVxsHAACvS8ADGVaUuRtLT7VxW0v/D0pftXEAAPC6nEIPAAAAAQQ8AAAABHAKPcBreKoMjh984hOf+NSnPlV5ekdHx/HjxysPBQBgmhPwAK/hlfefHxoaGhoaqjx9ZGSk8kQAAKY/AQ/wjywoszpKW7Vxx0tj9PU/CgCAViTgAf6RT5W33FTmVxv3n8vBI8XT7wAAvAYXsQMAAIAAAh4AAAACCHgAAAAIIOABAAAggIAHAACAAAIeAAAAAgh4AAAACCDgAQAAIICABwAAgAACHgAAAAIIeAAAAAgg4AEAACCAgAcAAIAAAh4AAAACCHgAAAAIIOABAAAggIAHAACAAO3NXgCAv+ktjVLK0NBQe3sTvj/feeed3/jGN+rPBQDgjRDwANPK2Pg/Go1G/dlNGQoAwBsk4AGmo8sqfn8eKmPHi3QHAJjuBDzAtNNe2jaVpdXG/bEM/vdypNo4AADOj4vYAQAAQAABDwAAAAEEPAAAAAQQ8AAAABBAwAMAAEAAAQ8AAAABvI0cQKvbX4bHD7Zs2fLTn/60/gLbt2+/9tpr688FAMgi4AFa3UgZGz84c+bMmTNn6i8wODhYfygAQBwBD8DLZpfSXtqqjRspY41qwwAA8gl4AF72b8tF/7W8pdq4r5Xjj5YmPOEPABDKRewAAAAggIAHAACAAAIeAAAAAngNPADN8WwZGj/4wAc+MHfu3MrTV61a9Ytf/KLyUACACyHgAWiO4Ym3rzt27Fj96d3d3fWHAgBcCAEPQJN1lLZ6b15XyrmJPxwAAGQR8AA02X1lyapS6RT6sVL+fdlfZxYAwORyETsAAAAIIOABAAAggIAHAACAAAIeAAAAAgh4AAAACCDgAQAAIIC3kQOAKfeTn/zk3nvvbeICjzzySHd3dxMXAAAunIAHgCl39OjRXbt2NXGBkZGRJk4HACaFgAegFfX29n7lK1+pNu7xxx+vNqvpTpw4sWnTpiYucOutt77jHe9o4gIAMEUEPAAtZGzi4MiRIxs3bqy/wH8q3f+uLKg27n+UI38uQ9XGjTt69GhTvravWLVqlYAHYEYS8ABQT3tpm1faqo1rqzgLAJhqAh6AVrSozP6Ppd5F3X5ezvypDFYbN028vcz5QMXTDf6lnN1ZzlYbBwD1CXgAWlFXmfVvSle1cXvKYAsGfE9pr/lFfqmMCHgAZjYBDwAz1iuv+R8aGhocrPQXhKGh2q+6B4AWIeABYMZ6oQyPHyxbtqy5mwAAF07AAwDwhjz88MN/+tOfmjV96dKlH/vYx5o1HWA6EPAAMPNdXubMqjXrXBk7VEZqTfub5ydON/jSl760efPmytMvuuiiH/7wh9XG7dq165577qk27u/nHjx4sP7ccdddd52AB1qcgAeAme/LZcmCUinhnyjn7ilH68z6e6fK6PjBzp07609va2v7+c9/Xm3c0NDQqVOnqo2bJgYHB5999tlq406dOtXb21tKWbx48YIF9d5P4RVXXnllW5t3gpw5zpw589JLLzVxgRUrVsyZM6fOrEaj8Ze//KXOrNd06aWXXnzxxU1cYOq0aMD3l8aj5Uy1cccmnojYWwZrfsVHJ65e9MuKN3bvxGWWD5WRml/kgYnf2/5Qzh2t/szPuTJa88a+OHED95WhmnOHJ+5R/1IGLqpVAkcmbuyJug/bE6UxfvB0GWz87UJgU27s5f8dq3ljny0vX3LsxTJcc+7ZiS/srnL2wMRzp1Ptlf+WZ+o+bF95Rvr/1n3YvnLv/XUZqPb+8y9M3NhjdR+2fRMP26YYGxsbj70WsarMnVfrB8FIGXu6DJZS9uzZs2rVqjpDp4PvfOc7c+fOrTmxo6Oj2tUuXzFnzpzh4Uo/Av5eZ2fn2bNV37di586dX//612tOfJWvfvWrl156aZ1Z/f39n/70p+vMek2bN2/++Mc/3sQFptBYKzl27Fizv94AADAdrVu3rv7QK664ov7QUspNN93UlLnUsXnz5man51Sp9oI4AAAA4Py11in08+fPv+++++rP3b9//3PPPVdKueqqq5YuXVpt7uOPP37mzJlSyk033VTtNVSnTp3atWtXKeWyyy5bvXp1naGllGeeeWb8ZUXXXnvtwoULq8391a9+NTo62tnZef3111cbeuTIkaeffrqU8ra3va3m36137959/PjxUsp73vOejo6OOkMHBwcfe+yxUsqiRYuuueaaOkNLKc8///y+fftKKVdfffWSJUuqzd2xY8fZs2dnzZq1YcOGakNPnjz55JNPllKWLVtW8/TUvXv3Hjp0qJTyrne9q+YL1X75y1+WUrq6utavX19t6MGDB//85z+XUlauXLl8+fJqc//whz/09fWVUm688cZqL308e/bsjh07Sik9PT1r166tM7SUsm/fvueff76Usnbt2p6enmpzH3vsscHBwTlz5tx4443Vhh4/fnz37t2llOXLl69cubLa3KeffvrIkSOllPXr13d1ddUZ2mg0fv3rX5dSFixYcN1119UZWkp58cUXx19yv2rVqspvxHjo0KG9e/du2LBh1qyqT7Z1dXWN/+pY07x5886dO1d5aCmlu7v7/e9/f82Jx44d27Nnzw033FD5lRFl4jvG9ddf39nZWWfi8PDwb3/72zVr1lxyySV1Jr5Kze8VlbWNjdV7bScAAABwfpxCDwAAAAEEPAAAAAQQ8AAAABBAwAMAAEAAAQ8AAAABBDwAAAAEEPAAAAAQQMADAABAAAEPAAAAAQQ8AAAABBDwAAAAEEDAAwAAQAABDwAAAAEEPAAAAAQQ8AAAABBAwAMAAEAAAQ8AAAABBDwAAAAEEPAAAAAQQMADAABAAAEPAAAAAQQ8AAAABBDwAAAAEEDAAwAAQAABDwAAAAEEPAAAAAQQ8AAAABBAwAMAAEAAAQ8AAAABBDwAAAAEEPAAAAAQQMADAABAAAEPAAAAAdov8PNPnDhx8803T8oqAAAA0FI+//nPf/CDH3yDH3yhAT82NtbX13eB/xIAAABoQUNDQ2/8gy804CFaW1vb+MHY2FhzN4H6Xrn/Fw8BWpIfAbQy939aWfT9X8DT0hYuXFhKaTQa/f39zd4Faps/f/7cuXNLKf39/Y1Go9nrQFXt7e0LFiwopQwODg4MDDR7HahtwYIFs2fPLqWcOHGi2btAbR0dHZ2dnaWUgYGBwcHBZq/z5riIHQAAAAS40GfgZ8+evXbt2klZBSobHR09ePBgKaWzs/Pyyy9v9jpQ24kTJ8afeLzyyivnzJnT7HWgqsHBwWPHjpVSFi1a9Pa3v73Z60Bthw8fHhkZaWtr85s8Lej06dPj13FbtmxZV1dXs9cpixYteuMf3JZ43j9MioGBgQ0bNpRSrr766oceeqjZ60Btd999989+9rNSypYtW1avXt3sdaCqXbt23XnnnaWU22677a677mr2OlDbrbfe+sILL8yaNev3v/99s3eB2r7//e8/8MADpZS77777jV/+fZpwCj0AAAAEEPAAAP0MWl4AACAASURBVAAQQMADAABAAK+Bp3WNjo7u3LmzlNLV1bVmzZpmrwO1Pffcc729vaWUtWvXzp8/v9nrQFX9/f179+4tpSxZsmTFihXNXgdq271797lz50op7373u5u9C9R28ODB/fv3l1JWrFixZMmSZq/z5gh4AAAACOAUegAAAAgg4AEAACCAgAcAAIAAAh4AAAACtDd7AXjT+vv7t27dumPHjv7+/pUrV65bt+5DH/pQZ2fnVHzuo48++u1vf/vBBx+87LLLJncTOD/T5P6/devWH/zgB6/5Wd/61rfe+ta3vvFbBG9KhYfAX//614cffviPf/zjyZMnFy9efPnll992223vfOc7J3ETOD/T5P7vRwBNUeH+/8QTT2zfvv3AgQN9fX1Lly696qqr7rjjjsWLF0/iJhfOVegJc/jw4Y0bN46/91V3d3dfX18pZfny5V/+8pcvvvjiSf/cu+6666mnntq0adP/HzAXsgmcn+lz/3/ggQceeeSR1/wsv70xdSo8BH7zm9/cf//9jUajlLJkyZKTJ08ODQ21tbXdcccdH/nIRyZlEzg/0+f+70cA9VW4/3/ve9/78Y9/XEppb2/v6ek5evRoo9GYN2/eF77whdWrV0/KJpPCM/CEefDBB3t7e9esWfPZz362p6fnpZdeuu+++/bv37958+bPfOYzk/i5AwMDP/rRj5566qmp2ATOz/S5/x86dKiUcv/99y9fvvxV/1dHR8d53Th4fVP9EOjr6/va177WaDTe+973fvKTn1y0aFGj0di+fft3v/vdrVu3rl279pprrrnwTeD8TJ/7vx8B1DfV9/9nnnlm27Zt8+bN+8z/a+/O42O6+j+An2SSyC4hJCEZiSwqFUJCs9qX9LEUoerhsVSU58UTfaFp6ukPVUtTRamWUKRVLR6ERhAiqMhCU01CBLFFFiSy7zIzvz/uy32d585kcmef6fN5/5W595xzz8w9d+Z+c+4558MPBw8ebGpq2tDQ8O2336alpW3btu27774TCASq10QtMAYeDElBQUFeXp61tfWqVascHBwIIT169Fi9erVAILh06VJ5ebla8qakpERHR8+dO/fkyZOaqAmAcvSn/ZPXd2+urq7mUoyMjNTzhgH+mxYugQsXLrS2tnp7ey9fvrxLly6EEIFAMHny5HfeeUcikZw+fVr1mgAoR3/aP8FPAGiddtq/RCJ55513goODTU1NCSFWVlZRUVGWlpZlZWXFxcWq10RdEMCDIcnMzCSEBAQE2NjYsBsdHR379u0rkUiYvarnffz4cWlpaadOnWxtbdv7HVKlJgDK0Z/239raWllZaWdnZ25uruKbAuBPC5dAYWEhIWTgwIFsTwsjODiY3atiTQCUoz/tHz8BoH1aaP9FRUWEEC8vLzqvubm5i4sLIYQN4PXh+x8BPBiSkpISQsigQYM425ktpaWlaskbGRn502v0xamumgAoR3/a//PnzyUSicyZHQE0RwuXQFtbm4ODAz3WkcH0xjADg1WsCYBy9Kf94ycAtE8L7T8iIuKjjz5688036TQSiaSsrIwQYmdnp3pN1AVj4MGQVFZWEkKY51VozJaqqioN5dV0aQB86E/7Zx6etLOzO378+OXLl58/f+7g4ODu7h4REdG7d2+FigLgTwuXwKeffioze1ZWFiHEw8ND9ZoAKEd/2j9+AkD7tND+hwwZwklQV1d38ODBurq6Xr16+fj4qF4TdUEAD4aEme9RulfQ2tqavL6iNJFX06UB8KE/7Z+5e8vMzMzMzDQxMbG1tS0uLi4uLk5PT58/f/6kSZMUKg2AJ11dAjk5OcePHyeETJkyRfXSAJSjP+0fPwGgfVpu/xs2bMjNzW1qaiKEDBw4MCoqih1UqA/f/wjgwZDU1tYSQqRXWbS0tCSEVFdXayivpksD4EN/2j9z92ZtbR0VFRUQEGBiYtLQ0HD48OFTp07t37/fx8fH09NToQIB+ND+JdDS0nLkyJETJ06IxeJZs2b5+vqqXhMA5ehP+8dPAGifltt/c3OzqakpE8BXV1cXFxezS8Hrw/c/AngwJNbW1tXV1czlRGtsbCSEWFlZaSivpksD4EN/2v/o0aP9/f2FQiH7CJmVldWCBQuqqqp+++23o0ePrlq1SqECAfjQ8iVw7dq1ffv2VVRUmJubL1iwYNy4cWqpCYBy9Kf94ycAtE/L7f/zzz8nhDQ1NZ09e/aHH35Yu3btxo0b+/btq2JN1AWT2IEhYRY1qa+v52xntjB7NZFX06UB8KE/7d/d3X3QoEHSA8CYO7yHDx8qVBoAT1q7BGpra2NjY2NjYysqKkJDQ3fu3ElHLyrWBEA5+tP+8RMA2qeTWyALC4upU6f+7W9/E4lEv/76q+o1URf0wIMhYWaAlB5ewswYIf+aUSWvpksD4EN/2n97HB0dmaNIJBIsBQxqp51L4MWLFx9//PHLly+dnJyWL18uPSO3ijUBUI7+tP/24CcANEfT7b+uri4vL8/CwmLgwIGcZP37909KSmKnl9eH73/0wIMhYWZAzcnJ4Wxntri7u2sor6ZLA+BDT9p/Y2NjYmJiUlKS9K6KigpCiFAoxK0baIIWLoHGxsY1a9a8fPlyyJAh27Ztay96wU8AaJ+etH/8BIBOaLr9NzU1ffHFF5s2bZJIJJxkLS0thBBbW1vVa6IuCODBkIwePdrIyOjGjRvMtcSora29deuWmZnZsGHDNJRX06UB8KEn7d/CwuLo0aNxcXF//PEHZ9elS5cIIX369OFfGgB/WrgEUlJSSkpKAgIC/v3vf8sZyoifANA+PWn/+AkAndB0++/WrZutrW1zc7N0ZH7jxg1CCLtEoj58/yOAB0Pi7Ozs6+tbVVW1Y8cOkUhECGlpadm0aVNra+vQoUPpH5ukpKTExMTCwkIl8qq3JgDqoift38jIaPz48YSQbdu2sb9zLS0thw4dOn/+vI2NzcyZM9XyfgE4tHAJnD9/nhAyefJkiUQilkXRmgCoi560f/wEgE5ouv0bGRkxkzjs3Lnz9u3bTMbW1tZDhw5dvXrV3Nz87bffVrQmmmMk/ZwAgD4rKyuLjo6uqamxtLQUCoUPHz5sbW3t0aPH5s2b6SUZp02b1traOnfu3IiICEXz0mbPnl1bW7tnzx4nJyflagKgRnrS/kUi0ZdffpmRkUEIsbGxsbCwKC8vl0gkNjY2y5cv9/f318y7B9DsJSASiSIiItgoXZqzs3NcXJxCNQFQIz1p//gJAJ3Q9C3Qq1ev/u///i8/P58QYmlpaWNjU15eLhaLO3XqFBUVFRYWpmhNNEewdu1aLRwGQF1sbGyGDx/e2Nj44sWLsrIye3v7MWPGrFixwtramk529OhRkUjk5+fn4+OjaF7aiRMnWlpaJk6cKJ1GidIAVKQn7d/Y2DgsLMzFxaWpqamysrKpqal3795BQUEff/wxRv+CRmn0Enjx4gU7z3B7R584caJCNQFQIz1p//gJAJ3Q9C2QQCAYMWKEra1tfX19fX19U1OTUCgcMmRIdHQ0s4CcojXRHPTAAwAAAAAAABgAjIEHAAAAAAAAMAAI4AEAAAAAAAAMAAJ4AAAAAAAAAAOAAB4AAAAAAADAACCABwAAAAAAADAACOABAAAAAAAADAACeAAAAAAAAAADgAAeAAAAAAAAwAAggAcAAAAAAAAwAAjgAQAAAAAAAAyAia4rAAAAAAbj5s2bjY2NQqHQ1dVV13UBAAD4n4MeeAAA8vbbbxvJUlBQIDN9TU2NQCCQTq9XIU1LS8sVSl5eng4rc+/evS1btowdO7ZPnz6dO3e2srLy9PQcOnTomjVrcnJydFixKVOm0Gfw9u3b2q+DRCJJTU1dtmxZaGioi4uLtbV1p06dHB0dfX19//GPf+zZs6e6urq9vBcvXpTZdDukXFWbmpqCg4NDQ0Nv3LjBJ/0PP/zQYU1sbW09PDzefffd+Pj4lpYW5SqmCfpwBelD++RJlWZ85MgROS3E2NjY3t6+d+/eI0aMWLNmDc+2BwDwlyUBAPifFx4eLvMb8vvvv5eZPjk5WWZ6FxcXLddcjsePH9N1Cw8P10k1CgsLp0+fLv+XKDAw8ObNmzqp3uTJk+ma3Lp1S8sVSE5O9vLykv/5mJubR0dHNzQ0SGdPSUmRn7c9ytX2zJkzhBATE5Oamho+6ePj4xWqVc+ePVNTU5Wrm9rpwxWk8/bJk4rN+PDhwwq1k/Hjxz98+FD7bxMAQB+gBx4AoF3Xrl2TuT0jI0PLNTFQCQkJvr6+//nPf+Qny8zMDAgI2Lx5s3ZqpT+2bt06bty4+/fvy0/W3Nz85ZdfBgcHV1ZWaqdi7Tl79iwhJDg42NbWVhPll5SUjB07NjU1VROFg4ZovxknJSWFhITk5uaqWA4AgCFCAA8A0C4E8Kr48ccfp02b1tTUxCexSCSKjo7esmWLpmulP86ePbtixQr+6XNycqZNm6a5+vBx7tw5Qsjbb7+tuUO0tbXNnj27ublZc4cANdJVMy4rK5s4cWJdXZ3qRQEAGBZMYgcA0K579+6Vl5d369aN3iiRSLKysnRVJUNx+/btxYsXi8VieqOlpeXYsWP79etnYWFRVFSUmZnJGQC/cuXKoKCg4OBg7VZWNzhhj6Wl5axZs8aNG+fi4tLa2lpcXHzlypWffvqpoaGBTXPp0qUTJ05MnTq1vTItLS3379+voQo/ePCA6WVtb8hJh1xcXL766iv2pVgsfvbsWW5u7qFDh169esVuLysrO3jw4MKFC1Ws8F/AihUr3nvvPfali4uLDisjkyaasaOj4/bt29mXIpGovLw8IyPj1KlT9H92ioqKVq5cGRcXp9Y3BACg93T9DD8AgO5xAhIzMzP275MnT3IS0/NI0SmJ3oyBf/r0aWZmZkJCAl23wMDAzMzMzMzMZ8+eaaEOgwcP5vzczJ49u6KigpPs1KlTNjY2dDJ/f3+xWKyFGjJ0NcaY858La2vrGzduSCd79uyZt7c3nTIiIoJOwBkDb2dnp7k679y5kxDi5OTE/wRxxsD369dPZrL8/HwrKys65dSpU9VXcYXpwxVkENTVjDlj4D09PWUe7sGDBwMGDKBTGhsbP3r0SBNvDQBAb+ERegAALn9/f/Zv6afo6efn6ZTyXbp0KSoqys/Pr3v37mZmZs7OzgEBAStXrkxPT28vi6+vLz0VMzNB97lz5yIiInr16mVhYeHl5TVp0qTNmzdzniONi4sLDAycMmUKvTEzMzMwMDAwMPDYsWPSxyosLFy9evWQIUOcnJwsLCzeeOONCRMmbN++ne434y81NZUzU/TixYsPHjzYtWtXTspJkyYdOXKE3pKdnX39+nVOsvr6+n379s2aNSs0NNTV1dXCwsLd3T0sLGz27NnJyckSiUS6DjI/vYcPH86bN693797S/1/okBJnUA7OlOaTJk0KCAiQTubo6PjLL7/QW5Q7nFowA+DDw8OVnsS+PX379v3Xv/5Fb7lz547MlEqfBZFIlJiYuHDhwpEjR/bq1cvS0rJPnz7h4eFLlixJSUnhNCEtXEE82yf/WejV9Q2j0DWi5Wbcu3fv5OTkLl26sFvEYvHu3buVKAoAwIDp+j8IAAC6x+mBX7FiBRuiBAcHcxIvWLCATbly5Uo6o8we+IKCgrCwMDnfw2PGjHn8+LF0xn79+tHJ6uvr23uo2M3N7fbt22zGTz/9VM7hdu7cSR+lra0tOjra1NRUZuIuXbp88803in6enMjHw8OjqalJTnrO5/Ptt9/Se5OSkpycnOS8Ix8fn7S0NPmfXnNzc0pKirm5OfPSz8+PScanB17pMygH05vNWrBggZzEo0aNCnjtrbfeojvAtdYD39zcbGlpSQg5cuQI/1w8e+AlUn2w3bt35yRQ5Szk5eX5+fnJyTt48GD61GvhCtKH9smzDnKoqxnz7IFnxMbG0on15LknAACtQQAPAMAN4NevX8/e2nbq1Km5uZlO7OPjw+wyMzPj3HdK30pevXrVzs5Ozr01o3v37n/88QcnL+f2mtNFyeHl5cXWk3/40dbWxokQZPrkk0/4f5gikYjzljv8F8D58+cjKYcOHWJ3Xbhwob3QiGZlZXXv3j05n15ubi4TfzL4B0iqnEE5mPXYWPb29rm5ufyzs7QWwF+4cIEQIhAIXr58yT8X/wCe00Pr5uZG71XlLNy9e1f60Q9p9vb2eXl5TBYtXEH60D551kEOdTVjhQL4p0+fcp4BKSoqUuKgAAAGCgE8AICMAH7x4sXsS7p3t6qqir13DAoKOnnyJJ2RE8AXFxdzJsBjcEbOM3r16lVZWUln59xed4izaj2fVaw///xzTiFubm4hISHSAc93333H88PMzs7m5FV6kKpYLHZ3d+eUZmxsbGtrK/0U96xZs+R8epxTzDNAUvEMyvHkyRNOdlNT0/fee+/IkSMKRSNaC+CXL19OCAkKClIoF/8APiYmhk5JH0jFszBq1ChOmm7dunl6enImXyCE+Pv70xk1egXpQ/vkWQc51NWMFQrgJRKJo6MjnV6hp0IAAAwdxsADAMgQEhLC/k0Pg8/MzJS8Hi5Lp5EpJiamvLycfWlsbLxu3brCwsLm5uaCgoLo6Gg68ZMnT9avXy+/QC8vr71792ZlZaWnp69du5Z92FW6nnyUlpauW7eOfeng4JCSkvLo0aO0tLTy8vLt27cLBAJ275o1a2pqavgU++DBA/qlqampq6urQhVj5ebmPnr0iH3p7e197dq1V69e1dTUNDY27t+/n+6cZ1Y4aw+7t3Pnzp6enjyXMVf7GWQJhULOYmyvXr06fPjwjBkzhEKhs7PzuHHjVqxYER8fzxlmLF91dbURD8xoZ4VodAG5u3fvfvPNN/QW+uJS5SwUFRVdvHiRfdmzZ8+srKwXL17cv3+/trb2ypUr9Lzu2dnZnLkb5FPjFaQP7VOJOmioGXeoZ8+e9Mvi4mI1Fg4AoO90/R8EAADdk+6Bp+PGSZMmsSlXr17Nbk9ISJDTA//06VMTk/9aqvPYsWOc43KmX7K2tq6pqWH3cvrHAgICOA/z79ixg07AGa7fYf8h/V4IIT/++CMnwdKlS+kEGzdu5PNh7tq1i87l4eHBJ5dMnDd49uxZTgLOgnP05yP9/MLs2bOlRwLL6eFU/QzKV15ePmTIEMJDjx495s+ff+nSJelCOD3wPHEaUofYjtbr168rlJHTA+/q6nqMcvTo0W+++WbhwoWdOnXi1DAjI4MpQcWzwHnGW3qQ9s8//0wnoPvJNXoF6UP75FkH+dTSjBXtgZ8wYQKdftWqVQrVGQDAoCGABwCQEcBLJBK2k8fBwYFNOWbMGDbZ8+fP5QTwe/fupXeNHDlS+rhisZhzD52YmMju5ey6ePEiJ/vLly/pBE5OTvTeDsOPgQMHsnttbGxEIhEnQUFBQYdvQdoXX3xB5xo2bBifXDL9+eefJymcmfAeP37MGf1bX1/P7uV8ehMmTJB5CDkBkupnsENisfjAgQP8n1CYM2cOZyk+7QTwzFLbDg4O0o1EPk4Az9OYMWPYElQ8C+fPn6e329jYrFu3jh7T0dDQ8CeFXiJOo1eQPrRPnnXokOrNWNEAft68eXT6pUuXKldzAABD9F//uwUAAFZISMjRo0cJIRUVFffu3fP29haLxVlZWcxeT0/P7t27y8nOeaBd5gTyRkZGkZGRH374IbslLS2N07nEoqMFRpcuXaysrNh1qtra2jp4S5SGhobc3Fz2pYeHh/TDw2Kx2MLCoqmpiXnJdIp2uIQYZ2gx578MChkwYAC97LNIJLp//35+fv6dO3dycnJOnz5dX1/Ps6iPPvpI0aOr/QzKzD5v3rx58+bl5+enpqZevnw5OzubEzfSfvzxx5KSEuWCdlUwC8iNGzfO2FjjI++6d+++f/9+9qWKZ8HX19fY2FgsFjPb6+rqVq9evXr1ai8vr9GjR48ZM2bEiBGcpcV5Uu8VpA/tU4k6sEfRcjPmfKt07txZ6aIAAAwOAngAANlCQ0OZAJ4Qcu3aNW9v7/z8/NraWmZLhwPgnz17Rr/09vaWmYyzvaysrL0C6QmiWXxmaJeppKREJBKxL//888/AwED5WZqammpqajqc8pozfRc9GEE5NTU18fHxycnJV65caWxsVK6QPn36KJpF7WdQDh8fHx8fH+aJ69ra2ry8vOzs7LS0tMuXL9ODnAkhFy9ejI+P5/RAsiwtLenotz0KNZtXr14xw8g1NACe5uvrm5CQQI9LV/EsODk5RUVFff3115z09+/fv3///q5duwQCQUBAwIQJE95///0ePXrwr6p6ryB9aJ9K1IFDXc24Q6WlpfRLemV4AIC/PATwAACyceaxmz9/fkZGhsy9MlVXV9Mv24sN6FiFEFJVVaVwRZVSWVmpXK4OA3jOvPENDQ0VFRUODg5KHI4Qcu7cucjIyJKSEs52oVAYHh6enp5+69YtPuXwWWqLQ1dn0NbWNiQkJCQkJCoqqrW1NT4+ftmyZc3NzWyCpKSk9iIfMzOzGTNmqFgBjmvXrtXV1RkZGY0dO1a9JTNMTU27desWEBAwffr0mTNn0hO/EXWcha+++srR0XHr1q2cGJIhEomysrKysrI+++yz2NhYZrJ9PtR7BelD+1SiDnKo0ow7xPlC4MxpBwDw14ZZ6AEAZBswYIC1tTXzN/O0qkIBPOepTk6XEYvTISa9tJWGcMIknvh0gA8aNIj93BiXLl2Sn2XTpk30HOkzZ85kthcWFk6ZMoW9WTczM1u4cOGvv/5aVlb25MmTuLg4oVCoxLvgSR/OoJmZ2QcffMDpQL5z544aD9EhZnLygIAAmSuWKUTmMnKtra0lJSWnTp2aPXu2dLNU/SwIBIKYmJjS0tKzZ88uWrSovaHabW1tK1as4CxHL4fmriCe9KF98qTeZlxWVvb8+XN6S1BQkPKVAwAwNAjgAQBkEwgE7DOxBQUFL1++ZAN4e3v7vn37ys/u5OREv7x//77MZHfv3pWTS3M4XeIzZszgM28Kn6XpTUxMhg4dSm/hTCYvjRlizWIf5V21ahXbZWdkZHThwoU9e/ZMnDiR/ZSke+bVSKNncMCAAfT/LJKSkuQk5nR9a+0xDQYTwHMmetQadZ0FExOT8PDw3bt3FxUV5ebmbtq0KTQ0VDoI37p1K8+Kae4K4kkfvmF00ox/+eUXyeu1PAkhPXv21Og/8gAA9A0CeACAdoWGhrJ/nz59mr0VDgoK6nAuN04X/ffffy+dRiKR7Nu3j96ita4koVBI9+Cx64SpxT//+U/6ZVpaGmeVb9qpU6fS0tLoLeyN/u+//85udHNz4/xfoKmpqbCwUA3VbYdGzyBnvPHx48flJOa8TW0+MFxaWpqTk0N0F8CreBZqKOyUh76+vjExMVevXi0tLeUslp6fn8+zYhq9gvjQh28Y7TfjiooKzjoXs2bNUqIcAADDhQAeAKBddAC/ZcsWttunw+fnCSHh4eF0/15KSgpnzTlCyJ49e5joiGFubj5y5EiVaty+V69e0S8FAsGIESPYlzdu3JAOhquqqsLDw0e8xgnL5Rg/fryPjw+95cMPP4yNjZWeJ//EiRNz5syh+9O8vb2Z1d0lEsnTp0/pynCyb9++nZ2BXxM0egY5M4EfOHCgvf9xVFRUcILM4cOH8zmEWiQnJxNC7O3t33rrLa0dlKbiWejdu7fda+7u7vS0c4SQ7t27x8bG0tMuSq9Iz9LmFcSHPnzDaLkZP3nyJDw8nJ7LwNjYWL2fKgCA/sMkdgAA7XrrrbcEAgFz05+Xl8du5xPAu7q6vvvuu/SQ2mnTpq1fv/7vf/+7UCh8+PDhnj17YmNj6SwLFy5U43TKnMeDHzx4wFnCaunSpewdv0gkGjVq1NGjR9k4rbCwcO7cuenp6Wz6JUuW8Dy0kZFRfHx8SEgIG/OIxeKYmJhdu3ZNnTrVy8tLIpE8ePDgypUr2dnZnLzbtm1jC3F3d2cfDK6urv7ggw+2bNlib2//4sWLuLi4devW8ayPcjR6BiMiImJiYujxyVFRUXv37n3//fe9vLx69OjR2tpaWlp6+fLln376iZ4vTSAQzJ07t71iW1tb5feCsnr16hUQENBhMmZ0w5gxY5Qb8q06Fc/CgAED2CkYKioq5s+fv2HDBnYYfFVV1Y4dO+g1yej/U+jwCuJD598wRGPNuL6+nm7GIpGIGcF0/PhxziQCkZGRbm5uanxHAAAGgM+QLQCAvzbO48Hr169nd/n7+3O+Nk1MTBoaGpi9nC4vFxcXutiioiLOmmoMmQvCubq6lpeX09k5w2Wbm5ula05PHO3g4EDvamtrMzMzo0vw9fWdOHFiQkICm0Z6RWhnZ+eRI0f6+vpyxgiEhYWJxWKFPlU5j823Z9myZXQJMidUlzML17NnzxT69CQSyeTJk+lkt27doveqeAblS0hI6HAghrSYmBi6EKUX0543b16HNWxra2Ma2IEDB/i/L1p8fDx9UJmT2HVIlbPw888/cxIYGxs7Ozv7+PgIhULp/0qcPn2afvuau4L0oX3yrIN8amnGhw8fVrQEQoibm1ttba0SdQYAMGh4hB4AQB7pzvaBAwfKvD+W5urqevz4cVtbW8526Zmou3XrdvLkSaXXWpNJIBAMHDiQ3pKXl5eYmEhP/PbDDz+8+eabdJqysrLU1NS8vDwJ9Vj7yJEjz5w5o+ht+tKlSw8cOGBiwutRLyMjo+XLl7Pd74y1a9eam5tzUtbV1TF/dO3atX///vSuDqe7V5RGz+DkyZP37NmjUM/2okWLNm7cyD+9ijIzM5m1ysaNG6e1g0pT5SzMnDkzIiKCTiMWi8vKyvLz84uKijhP1EdGRo4fP559qfMrqEO6/YZh6KoZ9+jRIzExUSeT6gMA6BYCeAAAeehh8Aw+z8+zhg0blpGRwc5mL9Po0aNv3LgxaNAgZeon19dffy3/GVxgpwAAAv5JREFUxrpLly5paWmcCIdmbW29cuXKM2fOcFaG42nevHnZ2dkdrh/u5+eXnJy8ZcsWToTzxhtv7N69W+a/S/z8/NLT0zkDs5csWaLc6txyaPQMRkZGZmVlyS+c4eHhceLEid27d6s9CJSDmX/ez8/P2dlZaweVSZWzcOTIkVWrVskZ3E4IMTEx+eSTT+Li4jjbdX4FdUi33zAM7TfjCRMmpKenq3FKfwAAA4Ix8AAA8kiH6woF8IQQHx+fjIyMlJSUhISE3377raysrLa21s7OrmfPnsOHD58+fTozZ5smBAYG5uTkfPbZZzdv3iwuLu7WrZuHh4eXlxedxs7O7tixY9evXz906FBqampJSUlzc7O7u7unp2dQUNCiRYvs7e1VqUP//v2Tk5Nv3ryZmJiYkpJSXFz8/PlziUTStWtXNze3kJCQ8ePHh4WFtZd97ty5Q4cO3bBhw82bNwsKCqytrQcMGDBr1ixmzfCwsLC9e/eyiSsrK8vLy9U7ypdo+Az6+/tnZGTk5uYeO3bs999/v3PnTlVVVX19vaWlpZ2dnaenp7+///jx44cNG6bN0J2h2wXkOJQ+CwKBYMOGDUuXLj127Ni1a9dKX7O0tOzVq5dQKPTz85szZ467u7t0Xn24gjqkw28YlkabsZGRka2tLTMN4dChQydNmiQ9sgkA4H+HEf2IFwAAAAAAAADoJzxCDwAAAAAAAGAAEMADAAAAAAAAGAAE8AAAAAAAAAAGAAE8AAAAAAAAgAFAAA8AAAAAAABgABDAAwAAAAAAABgABPAAAAAAAAAABgABPAAAAAAAAIABQAAPAAAAAAAAYAAQwAMAAAAAAAAYAATwAAAAAAAAAAYAATwAAAAAAACAAUAADwAAAAAAAGAAEMADAAAAAAAAGAAE8AAAAAAAAAAGAAE8AAAAAAAAgAFAAA8AAAAAAABgABDAAwAAAAAAABgABPAAAAAAAAAABgABPAAAAAAAAIABQAAPAAAAAAAAYAAQwAMAAAAAAAAYgP8Hf3ypwHW40/IAAAAASUVORK5CYII=" 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</div>
</div>
<div id="diagnostics-for-naive-hierarchical-model-with-seperate-partisan-ratings-party-hieararhcy" class="section level1">
<h1>Diagnostics for Naive Hierarchical Model with seperate partisan ratings (Party Hieararhcy)</h1>
<div id="r-hat-5" class="section level2">
<h2>R-hat</h2>
<p><img 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" width="672" /></p>
<p>All R-hats are below 1.05.</p>
</div>
<div id="effective-sample-size-to-total-sample-size-5" class="section level2">
<h2>Effective Sample Size to Total Sample Size</h2>
<p><img 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" width="672" /></p>
</div>
<div id="bulk-and-tail-ess-5" class="section level2">
<h2>Bulk and Tail ESS</h2>
<p><img src="data:image/png;base64,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" 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PAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAu4DT9xaWlp6e3tDCLlcLu1aAAAAGkiAJ3pTpkxJuwQAAICGM4QeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAikE+7AKhJqVS64oorQgjTp0+/6KKL0i4HAACgUQR44lYul6+//voQQk9PjwAPAAA0MUPoAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAvm0C4CaZDKZuXPnhhAOO+ywtGsBAABoIAGeuOXz+eXLl6ddBQAAQMMZQg8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACAC+bQLgJoUi8U//dM/DSEcdthh3//+99MuBwAAoFEEeOJWqVQeffTREEKhUEi7FgAAgAYyhB4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACKQT7sAqEk2mz3nnHNCCDNnzky7FgAAgAYS4IlbLpe75ZZb0q4CAACg4QyhBwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBnrgNDw9nMplMJvP6178+7VoAAAAaSIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAL5tAsAAKi/NWvWbNiwYdOmTfl80x7tTJ48eeLEiWlXAcDoadpdGgCwL3vjG9/Y29ubdhWN9ZWvfOXzn/982lUAMHoMoQcAAIAIOANP3HK53JIlS0IInZ2dadcCwJiTybXsd+RxaVdRZ4Mb1mz+3X+mXQUAKRDgiVs2mz3ttNPSrgKAMaplfOebFtybdhV19sJ931zxjbPTrgKAFBhCDwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEIFmuAr9Rz/60f7+/l00+NrXvnbYYYeFEO64447vfe97O2xz0003zZw5s/pnf3//HXfc8fDDD/f393d3d/f09Lz3ve9tb2+vb+UAAACwh5ohwO9WPv/KYr700kt70n7t2rWXX375+vXrQwidnZ0rV65cuXLlL3/5y2uvvXbSpEkNLBQAAAB2ohkC/De/+c0dzv/P//zPv/7rv/7jP/7jQw45JJmTBPivfvWrBx100DaN29raqtOLFi1av379UUcd9bnPfW7q1Klr1qy55pprXnjhhVtvvfWiiy5qyDIAAADALjXDb+DH7Ugul/vmN7/Z0dFx3nnnVVsmAf6ggw7avn0mk0naPP3000888URHR8eCBQumTp0aQjjggAMWLlyYy+Xuu+++devWpbKMAAAA7OOaIcDv0JIlS1588cWzzz67q6srmVMoFHp7eydPnjxu3LhdPHHZsmUhhHnz5k2cOLE6c9q0aUceeWSlUkkeZeyoVCpLly5dunSpfw0AANDcmmEI/faef/75u+666+ijj/7zP//z6sy1a9dWKpXp06fv+rm/+93vQghHH330NvOPPvroJ598cs2aNXWvlloUi8V3vOMdIYSenp4VK1akXQ4AAECjNGeAX7x4cblcPvPMM0fOTMbPT548+e677/75z3++du3aqVOnzp49+/3vf/+hhx5abdbb2xtCSAbPj5TM2bBhQ8OrBwAAgO00YYB//PHHn3jiiWOPPXb27Nkj5ycBftmyZcuWLcvn85MmTXrxxRdffPHFhx566KyzzjrllFOSZsnF50eOn090dHSEP8T7baxevfqWW27Zfn65XB4aGtq0aVM9Fit6pVIpmRgcHBweHq7Xy1Zfqlwue6ubQ6VSKRQK5XI57UIYu6qfJ5s3b65ewQS2UalUkonqCtM0qp+QDjNqNHIlGYV3cuvWrclEuVJpvtWyqlwuN9nSlUuvbHHDw8O2OHamutoPDQ0Vi8U9fFahUAh7uZ9qwgD/T//0T9ls9vTTT99mfhLgOzo6Lrzwwnnz5uXz+YGBge9///v33HPPrbfeOmfOnORe8ckt5be/5fv48eNDCH19fdv32NfXt3Tp0u3nd3R0lEqloaGheixW8ygWi3u+Tu/WyADvrW4apVKpyfb9NEiy24Ndq4a0plFdoGKxaN9XF6NzFDHi+KfSfKtlVblcbrKlq4T//aLHFsdu7VXYSbLMXp24arYAv2zZsmeeeeYtb3nLgQceuM1D8+fPnzt37qxZs6rD4ydMmPCJT3xiw4YN999//5IlSxYsWBBC6Ojo6Ovrq35FWrVly5bkKY1fCAAAANhWswX4//iP/wghHH/88ds/NHv27G0G1SdOOOGE+++/f9WqVcmfXV1dfX19mzdv3qZZMqd6TfuRjjrqqHvuuWf7+R/96EfHjRs3ZcqUvVyI5jQ4OJh8LTJ+/Pi2trZ6vWz1DHwul/NWN4e+vr7W1tZkzAvs0KZNm5Lvtjs7O7PZpr2dCjWq/rwil8ulW0ndZbOvLFp7e7t9Xy3K5fLGjRtDCPl8fvufT9Zd9TxQJpNtvtWyKp/PN9nSVXc0bW1ttjh2ZmhoKDnj297evuu7no2UjCXM5/cilTdVgF+3bt3jjz8+ZcqU7a8hvwvTpk0LIfT29lYqlUwmM3ny5LCj37onl6/bYYBvbW2dOXPm9vMzmUw228wf0Hul+tlX3/ekOuAkk8l4q5uDDYfdGhnMBHh2q/kulFBdIp+WNaq+k6NzFFH9vMo042o5UpMt3SivJ0Tq1YWdpOVebTJNddyzdOnSSqVy3HHHbX88t2XLlh/96Ec//vGPt3/Wyy+/HEKYNWtW8sZ1d3eHEH7zm99s0yyZs8Nz+AAAANBoTRXgH3zwwRDCm970pu0fam9vX7JkyS233PLYY49t89B9990XQnjNa16T/Dl//vxMJvPII4+MvEZFf3//k08+2draetxxxzWqegAAANi55gnw69evf+GFF3K53OGHH779o5lM5uSTTw4hfP3rX6+eXR8aGvre9773k5/8ZOLEidWr1s+YMaOnp2fDhg2LFi1KroM9NDR07bXXFgqFt771rS5iBwAAQCqa5zfwSSzv7u5ubW3dYYPTTjtt9erVv/rVr6666qqJEye2t7evW7euUqlMnDjx4osvTn76njjvvPMuvfTSBx544NFHH501a9aqVasKhcIBBxxw1llnjdLCAAAAwP+r2QL8nDlzdtYgl8t94QtfeOCBB5YuXfrMM8/09/cffvjhRxxxxIc+9KHOzs6RLWfMmHHjjTfefvvty5cvf+aZZ7q6uo455pgPf/jDLos9BuXz+WeffTaEsLMvbgAAAJpD8wT4z372s5/97Gd32+zYY4899thjd9usq6vr/PPPr0ddNFYmkzn00EPTrgIAAKDhmuc38AAAANDEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQATyaRcANSmVSldccUUIYfr06RdddFHa5QAAADSKAE/cyuXy9ddfH0Lo6ekR4AEAgCZmCD0AAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAEQgn3YBUJNMJnPooYeGEA488MC0awEAAGggAZ645fP5Z599Nu0qAAAAGs4QegAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABHIp10A1KRYLP7FX/xFCGH27NmLFy9OuxwAAIBGEeCJW6VSWbp0aQihp6cn7VoAAAAayBB6AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIQD7tAqAm2Wz2tNNOCyHMmjUr7VoAAAAaSIAnbrlcbsmSJWlXAQAA0HCG0AMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAE/choeHM5lMJpN5/etfn3YtAAAADSTAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiEA+7QKgJrlc7pZbbgkhdHV1pV0LAABAAwnwxC2bzZ5zzjlpVwEAANBwhtADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAE8mkXADWpVCqPPfZYCKG9vX3OnDlplwMAANAoAjxxKxaL8+bNCyH09PSsWLEi7XIAAAAaxRB6AAAAiIAADwAAABEQ4AEAACACAjwAAABEwEXsGqhSqRQKhc2bN6ddyJhQLBaTiaGhoep07YaHh5OJcrnsrW4OyYZTqVTSLoSxq1QqJRMDAwOZTCbdYhizqh8j5XI53UrqrvyHRRsaGrLvq0V1JSmVSqPwTg4ODlb7bb7VsqpcLjfZ0pXLr6wnw8PDtjh2pnpwMjQ0VJ3erUKhMPK5e0KAb6xyuVzHsBq16kd5uVyuYzarvr2VSsVb3RwqlYr/JrtW/QwpFosCPLvVhF8IjvhuwqdlLarrxujsd6rH6JWmXC3/INmPp11FXdni2AOVV7WeJC33apMR4Bsok8mMGzdu8uTJaRcyJmzdunVgYCCE0N7ePm7cuHq9bPUMfC6X81Y3h97e3ra2tgkTJqRdCGPXxo0bk22/s7Mzm/VbMHas+uVOLpdLt5K6q6727e3t9n21KJfLvb29IYR8Pt/Z2dno7qq7tmwm03yrZVUul2uypcvmXtni2trabHHszODgYDJAo729vb29fQ+flZyBz+f3IpU77gEAAIAICPAAAAAQAQEeAAAAIuA38MQtn88/++yzIYTW1ta0awEAAGggAZ64ZTKZQw89NO0qAAAAGs4QegAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiEA+7QKgJuVy+Stf+UoIYf/99//4xz+edjkAAACNIsATt1KpdPnll4cQenp6BHgAAKCJGUIPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAARyKddANRqypQpIYRJkyalXQgAAEADCfDEraWlpbe3N+0qAAAAGs4QegAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABHIp10A1KRUKp1++ukhhFmzZt1www1plwMAANAoAjxxK5fLd955Zwihp6cn7VoAAAAaqNYAf+ONN4YQPvOZz+y62e9///slS5ZMnTr1Ix/5SI09AgAAwD6o1gB/0UUXhT0I8OvXr7/ooosOPPBAAR4AAABehdG4iF2lUnnwwQdDCOvWrRuF7gAAAKD57PUZ+EcfffTEE0/cZub++++/i6cMDQ1t2rQphDBjxoy97Q4AAAAIryLAF4vFl19+eZuZ28/ZoXPOOWdvuwMAAADCqwjwM2fOvPLKK6t//s3f/E0IYeScHXeTzx999NHvfve797Y7AAAAILyKAH/ggQd++ctfrv6ZBPiRcwAAAIC6q/Uq9Oeee25d6gAAAAB2odYAf9NNN9WlDgAAAGAXag3wVatWrXrmmWcqlcqum51wwgn16hFCCNls9rTTTgshzJo1K+1aAAAAGqgOAf6hhx76yEc+8txzz+1J490mfNgruVxuyZIlaVcBAADQcLUG+NWrV7/97W8fGhqqSzUAAADADtUa4K+++uokvb/vfe87++yzDz744Gw2Wyl9Fp0AACAASURBVI/CAAAAgP9Va4B/+OGHQwjvec977r777nrUAwAAAOxATWfLK5XKs88+G0I455xz6lQPAAAAsAM1BfiBgYFCoRBCmDp1ap3qAQAAAHagpgDf2tra0dERQvj1r39dp3oAAACAHag1wH/oQx8KIdx4442bN2+uU0kAAADAtmq9YvzXv/71N7zhDU899dQpp5zy1FNP1aUmAAAAYBu1XoX+/vvvX7BgwRe+8IX77ruvp6fnmGOOOeKII6ZPn57JZHbY/stf/nKNPQIAAMA+qNYA/653vas6XSqVHnjggQceeGAX7QV4AAAAeBVqDfDJRewgLcPDw9OmTQshzJkz58EHH0y7HAAAgEapNcBv2rSpLnXAq7Zhw4YQQn9/f9qFAAAANFCtF7EDAAAARoEADwAAABGodQj9888/v1ftDz744Bp7BAAAgH1QrQH+kEMO2av2lUqlxh4BAABgH2QIPQAAAESg1jPwP/jBD3b2UG9v79NPP71kyZLnnnsum81ef/31Z511Vo3dAQAAwL6p1gD/nve8Z9cNrr766iuvvPKGG2645JJLpk2b9rGPfazGHgEAAGAf1PAh9G1tbX/3d393wgknhBAuuOCC4eHhRvcIAAAAzWc0fgOfyWTOPPPMEMLGjRufeuqpUegRAAAAmkytQ+j30Jw5c5KJ/fbbb3R6ZB+Ry+Wuu+66EML++++fdi0AAAANNEoB/rnnngshdHR0zJw5c3R6ZB+RzWYvu+yytKsAAABouNEYQl8sFr/61a+GEI444ohR6A4AAACaT61n4O++++5dPFqpVF588cXbbrvt0UcfDSEcf/zxNXYHAAAA+6ZaA/wHPvCBPWy5//77X3755TV2BwAAAPum0RhC39HRcfLJJz/66KNdXV2j0B0AAAA0n1rPwL/00ku7bbP//vtns6PxTQEAAAA0q1oD/LRp0+pSBwAAALALTowDAABABOp2H/jNmzf/8z//809/+tMVK1b09vYWi8X99tvvda973fHHH/+xj31s4sSJ9eoIAAAA9kH1CfDf/e53L7zwwr6+vpEz169f/9vf/vZf/uVfrrjiikWLFn3sYx+rS18AAACwD6pDgP/7v//7z372s8l0R0fH4Ycffsghh+Tz+dWrV//2t7/t7+/v6+s744wzNm7ceP7559feHYxUqVQee+yxEEJ7e/ucOXPSLgcAAKBRag3wTz/99CWXXBJC6OrquuKKK84555yOjo7qo1u3bl28ePGXv/zl9evXX3zxxSeeeOJhhx1WY487dMcdd3zve9/b4UM33XTTzJkzq3/29/ffcccdDz/8cH9/f3d3d09Pz3vf+9729vZtnrWHzUhdsVicN29eCKGnp2fFihVplwMAANAotQb4f/iHfygWi62trT/84Q/f8pa3bPNoe3v7Zz7zmT/5kz9529veVigUFi1atGjRohp73KE9uZtdCGHt2rWXX375+vXrQwidnZ0rV65cuXLlL3/5y2uvvXbSpEl72wwAAABGTa0B/qc//WkI4eMf//j26b3qzW9+8yc+8Ymbbrpp6dKlNXa3M0mA/+pXv3rQQQdt81BbW1t1etGiRevXrz/qqKM+97nPTZ06dc2aNddcc80LL7xw6623XnTRRXvbDAAAAEZNrbeRe/HFF0MIb37zm3fdLIn3L7zwQo3d7UwS4A866KBx28lkMkmbp59++oknnujo6FiwYMHUqVNDCAcccMDChQtzudx99923bt26vWoGAAAAo6nWAF+pVPa82R423luFQqG3t3fy5Mnjxo3bRbNly5aFEObNmzfynnbTpk078sgjK5VK8uieNwMAAIDRVGuAT64P96tf/WrXzZIG249vr4u1a9dWKpXp06fvutnvfve7EMLRRx+9zfxkzpo1a/aqGQAAAIymWn8D/453vOO///u/v/3tb59xxhk7G0j/8MMPf+tb30oa19jdDiXj5ydPnnz33Xf//Oc/X7t27dSpU2fPnv3+97//0EMPrTbr7e0NISSj4kdK5mzYsGGvmgEAAMBoqjXAX3DBBYsXLx4aGjrllFO++MUvfvKTnxw5jn1wcPBb3/rWl770paGhoZaWlgbdBz4J8MuWLVu2bFk+n580adKLL7744osvPvTQQ2edddYpp5ySNEuuKj9yYHwiue9dktv3vNlIv/71r88+++zt53d0dGzZsuXll1+uYeGa0ObNmzdv3lyvVxseHk4misWit7ppbN26devWrWlXQQR2+JkMieoP94rFYrqV1F2pVE4mBgYG7PvqYnh4eBTeyU2bNiUT5Uq5+VbLqmKxmGuupSuVSsnE4OCgLY7dGhgYGBgY2MPGSZapJpo9UWuAf+1rX3vDDTdcdNFFL7/88gUXXHDVVVe99rWvPeSQQ0IIzz///FNPPdXX15e0/MpXvnLEEUfU2N0OJQG+o6PjwgsvnDdvXj6fHxgY+P73v3/PPffceuutc+bMSW4+39/fH0LY/l7u48ePDyFU69zDZgAAADCaag3wIYTPfOYzU6ZMufDCCzdu3NjX15ecCR/ZoLOzc9GiRWeccUbtfe3Q/Pnz586dO2vWrOq49wkTJnziE5/YsGHD/fffv2TJkgULFoQQOjo6+vr6tj+tt2XLluQpyZ972Gyktra25FoA29i4cWMmk8nlcjUtXrMol8vJyZBsNlu9NUBdXjaZ8FY3jXK5nMlk6riS0Hwa9HlCs2q+laS6QNls1r6vRsnJ1Uwmk83WemWo3RrRRTPv5ppvJ54JryyOo012oVKpJMFkrz5Pqk/Z847qEOBDCGecccapp556++23L1269Iknnli/fn0mk+nq6urp6Tn++OM/8pGPTJo0qS4d7dDs2bNnz569/fwTTjjh/vvvX7VqVfJnV1dXX1/f9oO3kzldXV171WykOXPm3HPPPdvPf/vb397e3j5lypS9W54mtXXr1mQwyfjx43d9v4C9Uh1wksvlvNXNobe3t62tbYdflkFi48aNybY/efLkUTjmJlLV46HmO+CurvYOM2pULpeTX+Lk8/nOzs5Gd1fdtWWbOgfmcrkmW7ps7pUtrq2tzRbHzgwODiaBcfz48duP5t6ZQqEQQsjn9yKV1yfAhxAmTZp07rnnnnvuufV6wdpNmzYthNDb21upVDKZzOTJk8OOfjCZXJeumsz3sBljRD6fX758edjRrx4AAACaSfQnLrZs2fKjH/3oxz/+8fYPJReZmDVrVvIdfHd3dwjhN7/5zTbNkjnVc/h72IwxIpPJzJ07d+7cuXPmzEm7FgAAgAaqzxn4YrF4++23/+xnP5s/f/5HP/rR6vx3vetd48ePP+GEE/7yL/+yQWNp2tvblyxZsnHjxhkzZmxz8/b77rsvhPCa17wm+XP+/Pl33XXXI488MjQ01NbWlszs7+9/8sknW1tbjzvuuL1qBgCQiuEtG5OJZ5999uc//3mqtTRKJpNx0AWwvToE+Oeee+7EE0/8r//6rxDCkUceOfKhtWvXLl++/M477/zOd75z2223HXzwwbV3t41MJnPyySfffvvtX//61z//+c+/4Q1vCCEMDQ3dddddP/nJTyZOnHj66acnLWfMmNHT07NixYpFixZdfPHFuVxuaGjo2muvLRQK8+fPr/4qaQ+bAQCkYtP/rEgmbr755ptvvjndYhokm81W790FQFWtAX5oaKia3qdMmZLcQK7q1FNPXbdu3fPPP//ggw++733ve+SRRxpxtaHTTjtt9erVv/rVr6666qqJEye2t7evW7euUqlMnDjx4osvTn7TnjjvvPMuvfTSBx544NFHH501a9aqVasKhcIBBxxw1llnjXzBPWwGAAAAo6bWAL948eIkvS9YsOBLX/rSNhfQu+KKKy6//PJrrrnmi1/84mOPPfaNb3zjU5/6VI09bi+Xy33hC1944IEHli5d+swzz/T39x9++OFHHHHEhz70oW0uKDpjxowbb7zx9ttvX758+TPPPNPV1XXMMcd8+MMfTu7xvrfNAABSNOHgufsdNi/tKupsza++X/zDbwQA2EatAX7JkiUhhJNOOumaa67ZYYNcLrdw4cLHH3/8X//1X3/4wx82IsAnjj322GOPPXa3zbq6us4///x6NQMASMuUN5zc8+EvpV1Fna1/8qcCPMDO1Dqg/amnngohvP/97991s1NPPbXaGAAAANhbtQb45G7124xU397EiRNDCL///e9r7A4AAAD2TbUG+BkzZoQQli9fvutmSYNp06bV2B0AAADsm2oN8Mcff3wI4Tvf+c4LL7ywszZr1qz59re/HUJ429veVmN3AAAAsG+qNcBfcMEFuVzupZdeOuGEE376059u3+Chhx46+eSTf//732cymb/6q7+qsTvYRrlcXrx48eLFi++66660awEAAGigWq9C/4Y3vOHqq6++4oornnrqqfnz5x911FFvfOMbDzrooLa2tueff/7JJ5985JFHkpaf//zn3/SmN9VcMPw/SqVScmuDnp6eD3zgA2mXAwAA0Ci1BvgQwoIFCyZPnnzJJZds2bJl5cqVK1eu3LaPfP7KK69cuHBh7X0BAADAvqnWIfSJT3/6088+++zVV1/95je/ua2t7ZWXzmZ7enouvvjip5566otf/GImk6lLXwAAALAPqsMZ+MT06dOvuuqqq666KoSwadOmYrHY2dmZzdbnCwIAAADYx9UtwI+U3PUdAAAAqBdnyAEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEGnIbORg1LS0tlUol7SoAAAAazhl4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAEcinXQDUpFQqnX766SGEWbNm3XDDDWmXAwAA0CgCPHErl8t33nlnCKGnpyftWgAAABrIEHoAAACIgDPwALCP2rBhw7p169KuolFKpVIIoVKppF0IANSNAA8A+6hvfOMbl112WdpVNFYS4wGgORhCDwAAABFwBh4A9nWTDv7/2vc7KO0q6mztYz9KuwQAqDMBHgD2dYeccMFBb/t42lXU2Y8/kg1+AA9AczGEHgAAACIgwAMAAEAEBHgAAACIgN/AE7dMJjN//vwQwuzZs9OuBQAAoIEEeOKWz+fvvffetKsAAABoOEPoAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECAJ27FYrG7u7u7u/ukk05KuxYAAIAGyqddANSkUqmsWrUqhDBhwoS0awEAAGggZ+ABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACAC+bQLgJrkcrnrrrsuhLD//vunXQsAAEADCfDELZvNXnbZZWlXAQAA0HCG0AMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQATyaRcANalUKqtXrw4htLa2HnjggWmXAwAA0CgCPHErFovd3d0hhJ6enhUrVqRdDgAAQKMYQg8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABHIp11AM6tUKlu2bFm/fn3ahYwJlUolmRgYGBgYGKjXyw4PDycTpVLJW90cKpXK1q1bBwcH0y6Esav6ebJhw4Z0K4ndli1bkolyuVwsFtMtpnGab9HKf9gEKpVK8y1dJbyydKO5Wx8eHh6F7jZt2pRMlCvNvMWVSqUmW7pSqZRMDA4OOtpktwYGBqq7191KssxebTICfGPl8/lx48alXcWYUCwWkxW0paUll8vV62Xb2tp+9KMfhRAmTJjgrW4Og4ODuVyupaUl7UIYu4aGhsrlcgihra0tk8mkXU7E8vlXDgMymUw227SD8ppv0aqrfSY05T/ulaUbhd16pVJJvi/OZrNtbW2N7q61tTWZaNJ/3Cua7/Mkk3llcRzYswulUqlQKIQQWlpaqrvX3Uo2lr3aZAT4BspkMq2trRMmTEi7kDFh69atSYBvbW2t72ffu971rjq+GqkbGhpqaWmx4bALxWIxCfDjx49vssPEUfa/caLpDrhHar5Fy4yYauKlG4UdQblcTgJ8Lpcbhe6q3xE0/RbXZEuXzb6yVubzeccn7Mzg4GAS4FtbW9vb2/fwWckpq73aZJpq6wIAAIBmJcADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACKQT7sAqEm5XL777rtDCJ2dne985zvTLgcAAKBRBHjiViqVPvjBD4YQenp6VqxYkXY5AAAAjWIIPQAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAjk0y4AatLS0lKpVNKuAgAAoOGcgQcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABCBfNoFQE1KpdKnP/3pEMLMmTMXLlyYdjkAAACNIsATt3K5vHjx4hBCT0+PAA8AADQxQ+gBAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiID7wAMAMFYM9v0+hFAul9/4xjeOQnfFYjGEkMlkcrlco/vq6+tLJga2DDS6L6BZCfAAAIwVlWIhmXj88cfTraRxyqVy2iUAsRLgiVsmk5k7d24I4bDDDku7FgAAgAYS4IlbPp9fvnx52lUAAHWVyZ747c2j0M9oDqH/ryVXrP73rze6F6C5CfAAAIw5udb2Ueilkh29AJ/JOvAGauUq9AAAABABAR4AAAAiIMADAABABAR4/v/27j26qvLOG/hzkpOEQAIxjXJRoly0osYLMF1q1XZ1UNs63uutzrxVUTtepnXUKl7qTJd2vBUtrFlVqNpx3tEKa2i1amstFpeWihW8oIgXpIiCIJBAgISc5OS8f+w2zRsQg+RkZx8+n792nvMk+/fknDzZ37OfvQ8AAAAJIMADAABAAgjwAAAAkAACPAAAACSAAA8AAAAJIMADAABAAgjwJFtbW9uoUaNGjRr19a9/Pe5aAAAA8igddwGwU3K53NKlS0MIAwYMiLsWAACAPHIGHgAAABJAgAcAAIAEEOABAAAgAQR4AAAASAABHgAAABJAgAcAAIAEEOABAAAgAQR4AAAASAABHgAAABIgHXcBsFOKioquvfbaEMKQIUPirgUAACCPBHiSrbi4+Lbbbou7CgAAgLyzhB4AAAASQIAHAACABBDgAQAAIAEEeAAAAEgAAR4AAAASQIAHAACABBDgAQAAIAEEeAAAAEgAAR4AAAASIB13AbCzGhoaQgjFxcUDBw6MuxYAAIB8cQaeZGttba2urq6urj7qqKPirgUAACCPBHgAAABIAAEeAAAAEkCABwAAgAQQ4AEAACABCucu9MuWLXv00Udff/319evXf+5zn6utrT399NPHjBnTuc+MGTMeeuihbX77Pffcs+eee3Z82djYOGPGjBdffLGxsXHUqFF1dXWnnnpqeXl5fscAAAAAn6BAAvwf/vCHyZMnZ7PZEMIee+xRX1+/atWql1566ayzzvrmN7/Z0W3VqlXd+WmrV6+eNGnSunXrQgiDBg1atGjRokWL5s6de+utt/qgMgAAAGJRCAF+w4YNP/7xj7PZ7NFHHz1x4sTq6upsNvv444//7Gc/mzFjxkEHHXTwwQdHPaMAP3ny5OHDh3f5IWVlZR3bU6dOXbdu3YEHHnjVVVfV1NSsXLnyhz/84QcffPDAAw9cccUVvTYuAAAA6FAI18D/7ne/y2Qy++2335VXXlldXR1CKC4uPuWUU04++eRcLvfEE0909IwC/PDhw/ttJZVKRX3eeuut119/vaKi4vrrr6+pqQkhDBs27KabbiouLp4zZ86aNWviGCIAAAC7ukII8EuWLAkhHHbYYcXFxZ3bjzzyyI5HQwiZTKa+vr6qqqpfv37b+Wnz5s0LIYwfP76ysrKjcfDgwWPGjMnlctGjAAAA0MsKIcC3tbXV1NTsv//+XdpLSkpCCNGF8SGE1atX53K5IUOGbP+nrVixIoQwduzYLu1Ry8qVK3ukZgAAANghhXAN/I033rjN9hdffDGEMGrUqOjLaP18VVXVrFmznn322dWrV9fU1IwYMeL0008fOXJkx3fV19eHEKLF851FLQ0NDVvvaOPGjYsXL95mDdlstrW1dUdHVJA63knp2d9Je3v7z3/+8xDCwIED/aoLRnt7u2eT7cjlctFGa2trUVEhvBMdl46ZOYRcx2+18BTe0HKdtgp4dL08tF7ZXaenruCeuA65XKHNJx3DcXzCdny2sBP13KE/mUII8Nv02muvzZo1K4Rw6qmnRi1RgJ83b968efPS6fTAgQM//PDDDz/88I9//OP5559/0kknRd2im893Xj8fqaioCH+N910sWbLk0ksv3bq9oqKipaVlw4YNPTaqgtDc3Nzc3NyDP3DChAnRhl91wWhpaWlpaYm7ChJg48aNcZeQbFu2bIk22ttzncJ8oSm8oXUc6uWCJ65n5HK98Ztsb99VnrgCG117e3u0kclkHG3yqbZs2dLx7/VTRQG+ra2t+z+/AAN8S0vLjBkzfvGLX7S3t5977rl1dXVRexTgKyoqvvOd74wfPz6dTm/evPmRRx557LHHHnjggQMOOGD06NEhhMbGxhDC1h/53r9//xDC+vXre3UwAAAAEEIovAA/d+7c+++/f+3atf369Zs4ceLxxx/f8dCECRPGjRtXW1vbsTx+wIABEydObGhoeO6552bOnHn99deHECoqKtavX7/1KeKmpqboW7beaU1NzWmnnbZ1+9NPP51Op7d/z7xdR1tbW/TeUklJSZfbDUJnLS0txcXF6XShzU70oEwmE50PKSsr6/gMET6D6GYxIYRUKlXAFyMU3tA6v+wLb3QdemFonRd798Luiv72xBX4X1yBjS6V+stwiouLHdjzSTpWzqfT6e4fx0Z/LDv0J1M4h8iNjY333HPP3LlzQwhHHXXUeeedt8cee3TuMGLEiBEjRmz9jccff/xzzz23dOnS6Mvq6ur169dv2rSpS7eoJfqYui6GDx8ehf8uZs+eXVpaGq29p7m5OQrwZWVl5j62I5PJlJSUbPPNMohs2LAhCvADBgwosMPEXlZaWhptCPDJ8rcUWIhPXOqvV4r3ztCig5Ne+k3+NcCnCvFl2aHwAnxR0V+euJKSEgf2fJItW7ZEAb6srGzr1dyfJJPJhBB26OxmgQT4jz/++Nprr123bt2QIUOuvPLKre9Ivx2DBw8OIdTX1+dyuVQqVVVVFbZ1rXt0+7ptBngAAADIt0J4e6ypqenf/u3f1q1b94UvfOHuu+/eZnpvamp6/PHHn3zyya0fWrt2bQihtrY2WpAW3bX+tdde69ItatnmOXwAAADIt0II8LNnz16xYsX48eNvuOGGT1p2W15ePnPmzGnTpr388stdHpozZ04I4fOf/3z05YQJE1Kp1EsvvdT5JtiNjY1vvPFGaWnpl770pfwMAgAAALanEAL8008/HUI45ZRTcrlc+7aEEFKp1AknnBBCuPvuuzvOrre0tDz00ENPP/10ZWXlOeecEzUOHTq0rq6uoaFh6tSp0WdgtLS03HrrrZlM5phjjnFdLgAAALFI/DXw2Wz2ww8/DCHceOON2+wwdOjQadOmhRDOOOOMP//5zy+88ML3v//9ysrK8vLyNWvW5HK5ysrKK6+8Mrr0PXLZZZddc801zz///IIFC2pra5cuXZrJZIYNG3b++ef3zqAAAACgi8QH+DVr1kTn2D9VcXHxdddd9/zzz8+ePXvJkiWNjY377rvvfvvtd9ZZZw0aNKhzz6FDh06ZMuXhhx+eP3/+kiVLqqurjzzyyLPPPjv6KHgAAADofYkP8EOGDPnVr37V/f5HH3300Ucf/andqqurL7/88p2oi17S3t4+a9asEMKgQYOOO+64uMsBAADIl8QHeHZx2Wz2zDPPDCHU1dUtXLgw7nIAAADypRBuYgcAAAAFT4AHAACABBDgAQAAIAEEeAAAAEgAAR4AAAASQIAHAACABBDgAQAAIAEEeAAAAEgAAR4AAAASQIAHAACABEjHXQDslJKSkvr6+hBCcXFx3LUAAADkkQBP4u22225xlwAAAJB3ltADAABAAgjwAAAAkAACPAAAACSAAA8AAAAJIMADAABAAgjwAAAAkAACPAAAACSAAA8AAAAJIMADAABAAqTjLgB2SjabveGGG0IIQ4YMueKKK+IuBwAAIF8EeJKtvb399ttvDyHU1dUJ8AAAQAGzhB4AAAASQIAHAACABBDgAQAAIAEEeAAAAEgAAR4AAAASQIAHAACABBDgAQAAIAEEeAAAAEgAAR4AAAASIB13AbBTUqnUuHHjQgijR4+OuxYAAIA8EuBJtnQ6PX/+/LirAAAAyDtL6AEAACABBHgAAABIAAEeAAAAEkCABwAAgAQQ4AEAACABBHgAAABIAAEeAAAAEkCABwAAgAQQ4AEAACABBHgAAABIgHTcBcBOaWtrO/zww0MIo0ePfuSRR+IuBwAAIF8EeJItl8stWLAghJDJZOKuBQAAII8soQcAAIAEEOABAAAgAQR4AAAASAABHgAAABJAgAcAAIAEEOABAAAgAQR4AAAASAABHgAAABJAgAcAAIAESMddAOyUoqKiiy++OISw5557xl0LAABAHgnwJFtxcfG0adPirgIAACDvLKEHAACABBDgAQAAIAEEeAAAAEgAAR4AFRYc0QAAHg5JREFUAAASQIAHAACABBDgAQAAIAEEeAAAAEgAAR4AAAASQIAHAACABBDgAQAAIAEEeJKttbU1lUqlUqmDDz447loAAADySIAHAACABBDgAQAAIAEEeAAAAEgAAR4AAAASIB13AQDQpy1fvjyXy8VdRV40NDREG4U6QAAoMAI8AGzP3nvvHXcJebd58+a4SwAAPp0l9AAAAJAAzsADwKcrLutf/fmj4q6ih23488uZjWvjrgIA6C4BHgA+Xb/qvb4w6bdxV9HD/nTHCWte/XXcVQAA3WUJPQAAACSAM/AkW3Fx8cyZM0MIgwYNirsWAACAPBLgSbaioqIzzjgj7ioAAADyzhJ6AAAASABn4POrvb29ra0t7ir6hPb29o4NvxO2z4uE7cvlctFGW1tbUVHvvRPdsd8C8rcRFeLo/qLwhtbpaSvk0fXy0Hpld7vKX1yBja5jOI5P2I7PFnainjv0JyPA51Eul9uyZcv69evjLqRvaWpqampqirsK+rSWlpaWlpa4qyABGhsbe29nuVw2m+293fWKjgOGXK698EbXofCG1nGolwsF+LLs0JtDy/XKH3h7+67yxBXY6DqCWSaTcWDPp2pubm5ubu5m59bW1vDXGN9NAnwepVKpfv36VVVVxV1In9DS0hK9lPv3719aWhp3OfRdjY2NJSUl5eXlcRdC37Vp06boX93AgQN77wx8KlVcXNxL++otqVTHRlHhja5D4Q0t9ddnLhUK8GXZoXeGFkXNVCrVC5NJUdGu8sQV2Og6XhulpaUO7PkkmUwmOklZXl5eVlbW/e8KIaTTO5DKBfj8Kioq2qHno4BFby8FvxO6wYuE7etIL+l0ujeX0Hfst4D8bUSFOLq/KLyhdXraCnN00XnqXh5ar+xuV/mLK7DRdQzH8Qnb0XEWfYdeJ9H6jh36k3ETOwAAAEgAAR4AAAASQIAHAACABBDgAQAAIAHchoFky+VyzzzzTAihoqLi8MMPj7scAAAKStOaP0cbTz311MknnxxvMfnz05/+dI899oi7Cj6dAE+ytbW1HXvssSGEurq6hQsXxl0OAAAFpW3zhmhj2bJly5Yti7WWPJoyZUrcJdAtltADAABAAjgDDwAA8CmqDjn50P9ze9xV9LCFP72o/q3n466CHSDAAwAAfIqifpUDhn4+7ip6WHFp/7hLYMdYQg8AAAAJIMADAABAAgjwAAAAkAACPAAAACSAAA8AAAAJIMADAABAAgjwAAAAkAA+B55kS6fT7733XgihtLQ07loAAADySIAn2VKp1MiRI+OuAgAAIO8soQcAAIAEEOABAAAgAQR4AAAASAABHgAAABJAgAcAAIAEEOABAAAgAQR4AAAASAABHgAAABJAgAcAAIAESMddAOyU9vb2O++8M4Sw++67X3DBBXGXAwAAkC8CPMmWzWYnTZoUQqirqxPgAQCAAmYJPQAAACSAAA8AAAAJIMADAABAAgjwAAAAkAACPAAAACSAAA8AAAAJIMADAABAAgjwAAAAkAACPAAAACRAOu4CYKekUqmRI0eGEPbaa6+4awEAAMgjAZ5kS6fT7733XtxVAAAA5J0l9AAAAJAAAjwAAAAkgAAPAAAACSDAAwAAQAII8AAAAJAAAjwAAAAkgAAPAAAACSDAAwAAQAII8AAAAJAAAjwAAAAkQDruAmCntLW1fe1rXwshjBgxYvr06XGXAwAAkC8CPMmWy+Vmz54dQqirq4u7FgAAgDyyhB4AAAASQIAHAACABBDgAQAAIAEEeAAAAEgAAR4AAAASQIAHAACABBDgAQAAIAEEeAAAAEgAAR4AAAASIB13AbBTioqKzjjjjBBCbW1t3LUAAADkkQBPshUXF8+cOTPuKgAAAPLOEnoAAABIAAEeAAAAEkCABwAAgAQQ4AEAACABBHgAAABIAAEeAAAAEkCABwAAgAQQ4AEAACABBHgAAABIAAEeAAAAEiAddwGwU1pbW0tLS0MIdXV1CxcujLsc2EXdcMMNd9xxR9xV5FemJRN3CQDArk6AB2BnZbPZtra2uKsAAChwAjwAPaasakhxaf9e2FEu5EIIqZDqhX01fby0F/YCAPCpBHgAesxBF9wzZPwp+d5LNpvN5XIhhHS6N/6LPfnN3nibAADgU7mJHQAAACSAAA8AAAAJIMADAABAAgjwAAAAkAACPAAAACSAu9BvW2Nj44wZM1588cXGxsZRo0bV1dWdeuqp5eXlcdcFAADALkqA34bVq1dPmjRp3bp1IYRBgwYtWrRo0aJFc+fOvfXWWwcOHBh3dQAAAOyKBPhtmDp16rp16w488MCrrrqqpqZm5cqVP/zhDz/44IMHHnjgiiuuiLs6/j/FxcXTpk0LIVRXV8ddCwAAQB4J8F299dZbr7/+ekVFxfXXX19ZWRlCGDZs2E033fTP//zPc+bMOffcc3ffffe4a+RvioqKLr744rirAAAAyDs3setq3rx5IYTx48dH6T0yePDgMWPG5HK56FEAAADoZQJ8VytWrAghjB07tkt71LJy5coYagIAAGCXZwl9V/X19SGEmpqaLu1RS0NDQww1AcnX1tb21FNPxV1Fvrz33nvRRrYtG28lAED3tTVtiDZ+//vf77HHHvEWkyfDhg3b+uxscgnwXUU3n++8fj5SUVER/hrvu1i5cuWsWbO2bm9vb89kMps3b85DmT3mnnvuWb58eS/sqL29vb29PYRQXFycSqV6YY+DBg3asGFDL+woFlVVVevXr4+7irzo169fU1NTUVGhrQ9qaWmZPn163FXk3fJn79/w7tx87yWXy0UbvTOZRLJN9W/+3yt7bXe9Y9OKxdHGupd/+WbDslhryYNcCCHkWpsL74lbv3T+XzYWPf3m/90YbzE9LteeDSGEXK53nrjenE/q334+2ti45A+F97Jsb8tEG+/MvLG4pCzeYnrWhmUvRxtNyxcU3hPXuPy1aGPixInxVpI/p5122n//93/ney/Z7F/OYWQymSj1dEcmkwkhdL9/EOC31tjYGELY+iPf+/fvH0LYZmRavXr1gw8+uHV7RUVFW1tbc3NzHsrsMY888siCBQviriIvDjzwwEWLFsVdRb4ceuihr776atxV5MXIkSOXLl0adxV8RvULf1O/8DdxV5EX7Vsa//ybu+OuIl82vPXshreejbuKvMi1tRTwE7fpvXmb3ivUu/PkCviJa1r+yp+XvxJ3FfmyfPZP4i4hX7Z8tPjPHy2Ouwp2WDab7c1E1tra2tra2v3OoVP4745CO8e186Iz7Vs/x01NTSGEAQMGxFATAAAAuzxn4Luqrq5ev379pk2burRHLdv8sPHRo0f/5CfbeK9x0qRJZWVlgwYNykedPeWuu+7qnQv729raoiUipaWl6XRvvPBKSkq6/+5X4hTw6KJxlZSUxF1ID8tms6+88sqoUaN22223uGvpeStWrPjoo49CCKNHj66qqsr37lpaWqL3qsvLy3th1euCBQtyuVx5efmBBx6Y7331stWrV3/wwQchhBEjRnzuc5+Lu5we9sorrzQ1NQ0YMODQQw+Nu5Yetnbt2mXLloUQamtrC++a1TfeeGPLli2pVGrcuHH53lcul4vO2RQXF5eV5X3Vd0NDQ3THkGHDhg0bNizfu+tlixcvjq4bHTt2bIFdB7dx48Y333wzm83utddetbW1cZfTw959993omtODDz64tLQ07nLyYtiwYb2QyDKZTDSf9OvXr/vzSZSPdigcCfBdRYeeW1/rHqXcbQb4ysrKL3zhC9v8acXFxX08hxxzzDG9s6Pm5uZoWq+oqOjXr1/v7JQkqq+vLysrK8jVLqeddlrcJRSIDRs2RG/0VFdX98Jh4sknn5zvXZAPJ5xwwvr166uqqnrnXWN6Sm/+xbW3t0eHfCUlJX38jEvfV9hT5ebNm1taWrYZBCDSsQx+hwJgdBuOHTobUVBvj/WIUaNGhRBee+21Lu1Ry4gRI2KoCQAAgF2eAN/VhAkTUqnUSy+91NLS0tHY2Nj4xhtvlJaWfulLX4qxNraWy+UWLFiwYMGCN998M+5aAAAA8kiA72ro0KF1dXUNDQ1Tp06NFkK0tLTceuutmUzmmGOOKchlvYnW1tY2fvz48ePHn3322XHXAgAAkEeuCtuGyy677Jprrnn++ecXLFhQW1u7dOnSTCYzbNiw888/P+7SAAAA2EU5A78NQ4cOnTJlynHHHdevX78lS5ZUVVWdcsopd911V2VlZdylAQAAsItyBn7bqqurL7/88rirAAAAgL9wBh4AAAASQIAHAACABBDgAQAAIAEEeAAAAEgAAR4AAAASQIAHAACABBDgAQAAIAF8DjzJlk6n58+fH0IoLy+PuxYAAIA8EuBJtlQqNW7cuLirAAAAyDtL6AEAACABBHgAAABIAAEeAAAAEkCABwAAgAQQ4AEAACABBHgAAABIAAEeAAAAEkCABwAAgAQQ4AEAACAB0nEXADulvb39zjvvDCHsvvvuF1xwQdzlAAAA5IsAT7Jls9lJkyaFEOrq6gR4AACggFlCDwAAAAkgwAMAAEACCPAAAACQAAI8AAAAJIAADwAAAAkgwAMAAEACCPAAAACQAAI8AAAAJEA67gIK3Kuvvvrggw/GXUWf0NramslkQghlZWXpdI+98LLZ7JAhQ0IIxcXFftWFoampKZ1Ol5aWxl0IfdeWLVuy2WwIoX///qlUKu5y6KPa29ubm5vLy8uLipyuYNtyuVxTU1MIobi4uF+/fnGXQ9+VyWTa2tr69+8fdyH0XW1tbS0tLSGE0tLSkpKSbn5XdDyzQwT4PKqsrFy8ePHixYvjLqRPaG9v79ju2WOpoUOHBgG+gORyuRCCVMZ25HK56HUimLF9uVzOZMJ2dEwmqVTKS4XtcHDCp/rMYWfgwIE7dOIqFb0cId9+/vOfT548OYQwadKkb3zjG3GXAyTYRRdd9Morr4QQfve73+22225xlwMkVX19/XHHHRdCGDt27PTp0+MuB0iwmTNn3nHHHSGE733ve2eddVb+duTcBQAAACSAAA8AAAAJIMADAABAAgjwAAAAkAACPAAAACSAAA8AAAAJ4GPk6CWrV69+//33Qwj77LPPHnvsEXc5QIK9+eabmzZtCiEcdthhJSUlcZcDJFVra2v0mZSVlZVjxoyJuxwgwT7++ONly5aFEPbee+/Bgwfnb0cCPAAAACSAJfQAAACQAAI8AAAAJIAADwAAAAkgwAMAAEACpOMugMLX2Ng4Y8aMF198sbGxcdSoUXV1daeeemp5eXncdQHxmDFjxkMPPbTNh+65554999yz48tuzh492w3o+37/+9/fe++9U6dOHTJkyNaPxjJ1mGEgobYzn/TNIxZ3oSe/Vq9ePWnSpHXr1oUQBg0atGHDhhDC8OHDb7311oEDB8ZdHRCDKVOmPPPMM9t8qPO/w27OHj3bDUiE6667btGiRdOnT9/6gDuWqcMMA8m1nfmkbx6xOANPfk2dOnXdunUHHnjgVVddVVNTs3Llyh/+8IcffPDBAw88cMUVV8RdHRCDVatWhRAmT548fPjwLg+VlZV1bHdz9ujZbkAf19TU9MgjjyxatOiTOsQydZhhIIk+dT7pm0csroEnj956663XX3+9oqLi+uuvr6mpCSEMGzbspptuKi4unjNnzpo1a+IuEIhB9O9w+PDh/baSSqWiPt2cPXq2G9CXzZ49+5prrvnWt7716KOPflKfWKYOMwwkTnfmk9BXj1gEePJo3rx5IYTx48dXVlZ2NA4ePHjMmDG5XC56FNilZDKZ+vr6qqqqfv36badbN2ePnu0G9GXLli1buXJlWVnZwIEDOw6du4hl6jDDQOJ0Zz7ps0csAjx5tGLFihDC2LFju7RHLStXroyhJiBWq1evzuVy27zvVGfdnD16thvQl1144YX/81edD207i2XqMMNA4nRnPumzRyyugSeP6uvrQwjR8o/OopaGhoYYagJiFa1Gq6qqmjVr1rPPPrt69eqampoRI0acfvrpI0eO7OjWzdmjZ7sBSRfL1GGGgYLUZ49YBHjyKLp94tZva1VUVIS/vkCBXUr073DevHnz5s1Lp9MDBw788MMPP/zwwz/+8Y/nn3/+SSedFHXr5uzRs92ApItl6jDDQEHqs0csAjx51NjYGELY+rMN+/fvH0JYv359DDUBsYr+HVZUVHznO98ZP358Op3evHnzI4888thjjz3wwAMHHHDA6NGjQ7dnj57tBiRdLFOHGQYKUp89YnENPHkUvVfU3Nzcpb2pqSmEMGDAgBhqAmI1YcKEf//3f586derhhx+eTqdDCAMGDJg4ceIxxxzT3t4+c+bMqFs3Z4+e7QYkXSxThxkGClKfPWIR4Mmj6urqEMKmTZu6tEct0aPALmXEiBFjx47d+uKu448/PoSwdOnS6Mtuzh492w1IulimDjMMFKQ+e8QiwJNHVVVVYVtXf0U3YPAvDegwePDgEEJ9fX0ulwvdnj16thuQdLFMHWYY2KXEfsQiwJNHo0aNCiG89tprXdqjlhEjRsRQExCfpqamxx9//Mknn9z6obVr14YQamtro49j7ebs0bPdgKSLZeoww0Dh6ctHLAI8eTRhwoRUKvXSSy+1tLR0NDY2Nr7xxhulpaVf+tKXYqwN6H3l5eUzZ86cNm3ayy+/3OWhOXPmhBA+//nPR192c/bo2W5A0sUydZhhoPD05SMWAZ48Gjp0aF1dXUNDw9SpU7PZbAihpaXl1ltvzWQyxxxzjNu6wK4mlUqdcMIJIYS77767493llpaWhx566Omnn66srDznnHOixm7OHj3bDUi6WKYOMwwUnr58xJKK1u5Dnnz00UfXXHPNhg0b+vfvX1tbu3Tp0kwmM2zYsDvvvHPrTzgECl42m73jjjteeOGFEEJlZWV5efmaNWtyuVxlZeWVV145bty4jp7dnD16thuQCP/4j//Y2Ng4ffr0IUOGdHkolqnDDAPJ9UnzSZ89YhHgybv6+vqHH354/vz5jY2N1dXVRx555Nlnnx19mCGwa3r++ednz569ZMmS1tbW2tra/fbb76yzzho0aFCXbt2cPXq2G9D3bSfAh5imDjMMJNT255M+eMQiwAMAAEACuAYeAAAAEkCABwAAgAQQ4AEAACABBHgAAABIAAEeAAAAEkCABwAAgAQQ4AEAACABBHgAAABIAAEeAAAAEkCABwAAgAQQ4AEAACABBHgAoGCtW7culUqlUqn777+/ozGbzUaNkydPjrE2ANhR6bgLAADYhg8//HDFihXpdHrcuHFx1wIAfYIz8ABAXzRt2rTDDz/8q1/9atyFAEBf4Qw8AFCwqqurV61aFUIYOHBg3LUAwM4S4AGAgpVKpQYPHhx3FQDQMyyhBwAAgAQQ4AGg8G3evPnOO+888sgja2pqKisrDznkkEsuueTtt9/eZucNGzbcfPPNX/7yl/faa68BAwYcdNBB3/jGN+bOnbvznbvpkksuSaVSt9xySwhh7dq10R3jp0yZ0rnPnDlz/umf/mn06NGVlZWVlZUHHHDAiSee+Nhjj7W3t3cZ+NZ3oQeAhLKEHgAK3GuvvXbiiSd+8MEHHS0LFy5cuHDhtGnT/uM//mPSpEmdO8+dO/fEE09saGjoaFm0aNGiRYtmzZp15ZVXdvnctR3q3FNaW1vPO++8hx9+uHPj4sWLFy9e/MQTT3zta197/PHHi4uL87FrAIhXKpfLxV0DAJAvy5cvP/TQQ6OMfdZZZ33lK1+pqqqaP3/+9OnTN2zYEEK47bbbrr322qjzqlWrDjnkkI8//njAgAETJ0484ogj+vfv/+abb/7nf/7nihUrQghPPPHECSec8Bk6fwbf//73b7nllpqamjVr1nRuv/3226M3Hfbbb7+LLrpo9OjRuVzunXfeeeCBB955550Qwl133fWv//qvUefNmzdXVFSEEO67776JEydGjdlsNp1OhxB+9KMfXXXVVZ+5QgDoZc7AA0Ahu+SSSxoaGtLp9P/+7/+efPLJUeOZZ5556aWXfvWrX3377bd/8IMfnHPOObW1tSGEX//61x9//HEI4dFHH50wYULU+aSTTjrzzDPHjBmTyWR+8YtfdGTyHercg+65554Qwv777/+nP/2psrKy80gPOeSQZcuWPfvssx0BHgAKiWvgAaBgvfXWW7/+9a9DCN/97nc70ntkn332+clPfhJCaG5unj59etT46quvhhBKS0v//u//vnPnkSNHXnPNNeedd96IESM6Gneoc09paWlpb2/fa6+9Lr300s7pPYQwcODAL3/5yyGEpUuX9vh+AaAvcAYeAArWr371q2jjiiuu2PrRr3zlK/vuu++7777bcc+5IUOGhBAymcy0adMuvvjioqK/vdF/8803d/n2HercU8rKypYvX/5Jj3ZZbA8ABcYZeAAoWH/6059CCHvuuedee+21zQ4HHHBACGHx4sXRl2ecccaAAQNCCJdccsmIESNuuummuXPntrS0bPN7d6hz/qxateoPf/jD5MmTjz/++CeffLKX9w4AvUmAB4CCtWrVqhDCihUrUp/gscceCyFs2rQp6r/vvvs++uijo0aNCiEsX7785ptvPuqoowYNGnTsscfee++9jY2NnX/4DnXuWW+++ebVV189duzYioqKoUOHHn300VdfffXTTz+dvz0CQF8gwANAwdq8eXM3u3V8fPqECROiz4E777zzokXyLS0ts2fPvuSSS8aMGTNnzpzO37hDnXvKHXfccfDBB0+ePPmVV17JZDJjx44999xzf/CDH/z2t7+94IIL8rFHAOgjBHgAKFhVVVUhhCOOOCL3aTpfwV5WVnbaaaf97Gc/++ijj955551777133LhxIYSVK1eeeeaZ69at67yLHeq885555plrr702m80edNBBv/rVrzZu3LhgwYL/+Z//uemmm4477rjS0tKe3R0A9CkCPAAUrH333TeEsHTp0lwut80O2Ww2m812nH5///3333///fr6+s4/4dvf/vb8+fOnTJkSQli7du1zzz33GTr3lP/6r/8KIZSXlz/zzDMnnnhiWVlZ50fb2tp6dncA0KcI8ABQsKKPZ1+9enXH7eg7W7t27W677ZZOp2+66aao5Ytf/OI+++zzrW99a+vOxx13XLSxfv36z9C5p6xYsSKEMHLkyD322KPLQ7lcbv78+T27OwDoUwR4AChYp5566p577hlCuOSSS95+++3OD2UymQsuuGDjxo2pVOr888+PGseOHRtCmD179htvvNHlRz344IPRxuGHH/4ZOn9mLS0tnZcPjB49OoSwdOnSjz/+uHO3LVu2/Mu//Ev00fTZbHYndwoAfZPPgQeAglVSUjJ9+vR/+Id/+Oijjw477LAzzjjjiCOOGD58+Lvvvjtt2rS33norhHDddddFd5IPIVx00UWPP/74li1bxo8ff/HFF//d3/3d7rvvvmLFilmzZv3mN78JIRx77LH777//Z+j8GaTT6RDCxo0bp0+f/sUvfvFzn/vc0KFDv/71r//0pz9tbm7+yle+cuONNx5wwAH19fULFy6cMmXK0qVLBwwYsHnz5rfffvu3v/3tkUceWVlZuZO/QADoU1KfdFEcAFAYHn744QsvvLC5ublLe1FR0WWXXTZ16tTOjZMmTbrjjju2eXhw+OGHP/XUU4MGDfpsnXfU448/ftJJJ3V8+eMf//i73/1uCOHCCy+8//77tx7L1VdfPX78+DPPPDNqOeWUU375y19u3ry5oqIihHDfffdNnDgxeiibzUbvDvzoRz+66qqrPnOFANDLLKEHgAL3zW9+85133vne975XV1c3cODAysrKsWPHnn/++QsXLuyS3kMIt91224IFC84999zDDjusurq6oqKirq7u1FNPffLJJ1944YUugXyHOu+oE0888ZZbbqmtrS0tLd1zzz1ramqi9vvuu++Xv/zlhAkThg8fXlZWtvfee0+cOPHVV1+9/fbbTz/99G9/+9uDBg2qrq4eOXLkzuwdAPogZ+ABAAAgAZyBBwAAgAQQ4AEAACAB3IUeAMijJ554ossn2H2qsrKyyy+/PE/1AEByuQYeAMijc84555FHHtmhb6mqqmpoaMhTPQCQXAI8AAAAJIBr4AEAACABBHgAAABIAAEeAAAAEkCABwAAgAQQ4AEAACABBHgAAABIAAEeAAAAEkCABwAAgAQQ4AEAACABBHgAAABIAAEeAAAAEkCABwAAgAQQ4AEAACABBHgAAABIAAEeAAAAEkCABwAAgAT4f9RIkqy8mwpDAAAAAElFTkSuQmCC" width="672" /></p>
<p>Some ESS-to-TSS ratios below 0.5 but effective and tail samples sizes are sufficient. The minimum bulk effective sample size is 2078.8536182. The minimum tail effective sample size 4255.1376796. All have an effective sample size of at least 400 which is the minimum sufficient for a stable estimate of Monte Carlo standard error per Vehtari et al. (2020).</p>
</div>
<div id="mc-standard-error-to-posterior-standard-deviation-5" class="section level2">
<h2>MC Standard Error to Posterior Standard Deviation</h2>
<p><img 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